{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BPM (BEAT PER MINUTE) CALCULATION FROM ECG (ELECTROCARDIOGRAPHY)  SIGNAL\n",
    "\n",
    "ECG sensor records the electrical activities of heart using electrodes that can be detect tiny electrical change on skin. Below figure shows a normal ECG graph for one cardiac cycle and its segments and intervals. Shortly, cardiac cycle consists two parts. While PR interval is about atrial contradiction, QT  interval is about ventricular.During QRS complex, two ventricles activated from endocardium to epicardium. You can see more detailed info in [1],[[3](https://www.youtube.com/watch?v=y0tJz-77vDE)].\n",
    "ECG signal is a non-stationary signal as almost all biological signals. Non-stationary signals are signals whose frequency changes in time [2].\n",
    "\n",
    "![ECG signal of one cardiac cycle and its interval and segments.The P wave, QRS complex, ST segment and the T\n",
    "wave](https://upload.wikimedia.org/wikipedia/commons/thumb/9/9e/SinusRhythmLabels.svg/1024px-SinusRhythmLabels.svg.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wavelet transform is a useful tool to deal with non-stationary signals. In this study, BPM or heart rate is found out by using continuous wavelet transform from ECG signal. \n",
    "\n",
    "\\begin{eqnarray}\n",
    " CWT ^\\psi _x (\\tau ,s)=\\Psi^\\psi _x (\\tau ,s) = \\dfrac{1}{\\sqrt{|s|}} \\int ^\\infty _{-\\infty} x(t) \\psi ^* (\\dfrac{t-\\tau}{s}) dt\n",
    " \\label{for:cwt}\n",
    "\\end{eqnarray}\n",
    "\n",
    "As seen in the above equation, the transformed signal is a function of two variables, \n",
    "the translation $\\tau$ and scale $s$ parameters correspond to time and frequency respectively.  $\\psi(t)$ is the transforming function, and it is called the mother wavelet [2]. The constant number $1/\\sqrt{|s|}$ is for energy normalization purposes so that the transformed signal will have the same energy at every scale. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start coding. Firstly, call libraries that will be used in this study and load the ECG signal as a dataframe.'ecg_data' file contains only ECG signal values with 100 Hz frequency. We adding dataframe time column as below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/zer/.local/lib/python2.7/site-packages/pandas/core/computation/check.py:17: UserWarning: The installed version of numexpr 2.4.3 is not supported in pandas and will be not be used\n",
      "The minimum supported version is 2.4.6\n",
      "\n",
      "  ver=ver, min_ver=_MIN_NUMEXPR_VERSION), UserWarning)\n"
     ]
    }
   ],
   "source": [
    "# heart rate by using ECG signal\n",
    "# 15.10.2018 Manchester\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import signal\n",
    "\n",
    "columns = ['ECG']\n",
    "dfA= pd.read_csv('ecg_data', header = None, names = columns)\n",
    "frequence=100\n",
    "time=range(0,len(dfA['ECG']*frequence))\n",
    "time=[float(t)/frequence for t in time]\n",
    "dfA['time']=time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's show some part of data in time domain to see what we are dealing with. First 3 second are shown in below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=dfA[:3*frequence] \n",
    "plt.figure(figsize= (16,12))\n",
    "plt.ylabel('Electrical activity')\n",
    "plt.xlabel('Time(s)')\n",
    "plt.plot(df['time'],df['ECG'])\n",
    "plt.title('ECG signal at '+str(frequence) +' Hz')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you see above, ECG signals is a series of cardiac cycles. Let's call cardiac cycle as CC. To calculate heart rate, we need to find the number of CC in one minute. In this study, to count the CCs, picks are detected by CWT function of scipy signal library. You can look for detail about this function here [[4](https://docs.scipy.org/doc/scipy-0.16.0/reference/generated/scipy.signal.cwt.html)]. Mexican hat wavelet that is named as Ricker wavelet is used as mother wavelet function. $[1,100)$ range is used as scale interval. While lower scales are able to detect high frequency components, as the scale increases, the transform starts picking up the lower frequency components. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sig  = df['ECG']\n",
    "widths = np.arange(1, 100)\n",
    "cwtmatr = signal.cwt(sig, signal.ricker, widths)\n",
    "plt.figure(figsize= (16,12))\n",
    "plt.ylabel('Scales')\n",
    "plt.xlabel('Time(s)')\n",
    "plt.title('Continious Wavelet Transform Coefficient Matrix')\n",
    "plt.imshow(cwtmatr, extent=[0, 3, 100, 1], cmap='PRGn', aspect='auto',\n",
    "           vmax=abs(cwtmatr).max(), vmin=-abs(cwtmatr).max())\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The wavelet transform gives good time and poor frequency resolution at low scales, and good frequency and poor time resolution at at high scales. You can examine below the CWT for every scale (that means also rows of CWT coefficient matrix) in range $[1,100)$. As the scale increase, the time resolution decreases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uloLdWOOMC3MpmpuEnrbgZee2RVt1eHMVXJxLloycAgj6m+iLBBnVz68raKGhAWA8trbQGOxo0R86l7CaAln1vYrZ3tOmuyVWwUR8if4SWrLF5i4ddusWWmhoAMM81dwkdLcGSp4f7GxhIr5EOqvDFp1yYY1d8fZoK7OLGd1fowLS2TzzyQw94cs1N4uBjpCOnnIJLTQ0gKFp9EVCJXe/YDgTlVrWSDTVc2EuxWBn6fajVhkM7T+yz/TCEsCaQqO/PcR4bEknqLqAFhoawPBprLb7BQqLnDZROSOXV4zFVnfabu3W4aGVMhU3kk57wqW1ZIBN7SGSmRyxVLZWw9qwaKGhAWAslqJ/TaFhnNPOcGdMxo3Q5lKZy7AsnPU822cqYWoakdU1jb5245zWlJ1TV6EhIneKyDEROSEiH1nlmp8UkaMickRE/qnWY7xSGI+l2LSGI1EvZu4wukbmMkB7yE846NcaXQVMmkKjdw3zlPVsa6HhHH+9biwiTcAngTcBI8BTInKfUupo0TV7gN8AXq2UmhWRvvqMdmOzmM6ymM7Ru8ZOLdTcRLQtwOic/tA54eK8VVivtKYhIgx2hrRwroCCprGW0DC1aO0Md049NY1bgRNKqVNKqTTwZeDuFdf8AvBJpdQsgFJqosZjvCKwbMLRttVtwmAkSV3UbTMdMREzFrhyWp1uT2qfqXiatkATLYHLs8Et+rWm4Rr1FBpDwPmin0fMY8VcBVwlIt8TkSdE5M5SbyQi94rIIRE5NDk56dFwNy5TNqJPAPojocKip6mOycQSzU1CR0vzqtcMdrYUailpyjOVWFrTnwGGptzR0sy4fn4d0+iOcD+wB3g9cA/wGRHpXHmRUurTSqkDSqkDvb29NR7i+mc6YWoaa0SfgOFMnIjrxcwJU/Elom3BVUObwQhvnllIk0zrEul2mEosldWSwdDuxrSm4Zh6Co1RYEvRz5vNY8WMAPcppTJKqdPAcQwhonGRaRs2YYDeSIjphTRZ3Zegaoxd8doLnFVgT5uo7DGVWCr77IKx6dHmKefUU2g8BewRkR0iEgDeCdy34pp/w9AyEJEeDHPVqVoO8kpg2myutLJj30r6IkGUgqmEbsZULZOJpTWjfGC5+9yoztWwxXQiTdSG0OgNB5mKa/OUU+omNJRSWeCDwAPAS8BXlFJHROTjInKXedkDwLSIHAW+C/yqUmq6PiPeuEwllogE/Ze0Hi2F5UzUJqrqmYqny+6KrUifCb3AlUUpxVwyQ3fb6j4ii55IkKlEWmeFO6RuIbcASqn7gftXHPtY0fcK+JD50njEVCJd1p8BhqYBaGd4leTziumFpTVDmwH6IjrSxy6xVJZcXtG1Ss20YnrCAdK5PLFUds1ABM3aNLojXFMDphNLttT7Qlat1jSqYj6ZIZNTZTWNlkATkaCfSa1plGXWNK3aExrGvFs+PE11aKGhMWzCNqJPesJBRLSmUS12yl1Y6Eg1e8wumkLDjnnKFBraJ+cMLTQ0TC/Y0zSam3x0twa0rb1K7JS7sOiLhHROgQ3mzBLynRVoGlNa03CEFhpXOPm8YmYhvWaF0GL62kNM6h1wVVjmpt4yIbegNQ27FDQNO0LDnHctNJyhhcYVTjyVJa/s7dTAcIZrTaM6Zhasci3lNY3+diP7Xkf6rI01p6s1DyumuzWACDrs1iFaaFzhzCWND12nzWiSvohOkKqW2YU0PoF2G3PdFwmylM0TS+r+D2sxt5jBJxAJlQ8E9Zvm1Unt03CEFhpXOMs2YZtCo92Idc/l9Q64UmYW03S2Bmhao4SIhRWWq01UazNrzulaZVmK6QkHtXnKIVpoXOHMJSsTGv3tIXKmH0RTGbMLGboqmGfQCX7lmFu0P6dg+DW00HCGFhpXOHOmI7Gjxb5PA/QOuBpmFtJlS7VY6Hm2x8xC2pYT3EJrGs7RQuMKZ75CTaPXzFbWuRqVM7tof4HrK/R/0PO8FpZ5yi494WChf4ymOrTQuMKxfBp2yyroHXD1VKJphIN+2gJNWjiXoWLzVDhIMpNjYUkHGFSLFhpXOHOLGcJBP81N9h4Fq5SIXswqQyllaBo2hQYY2oYWzmszl0zb1pKBQj6SNlFVjxYaVzhzyXRFxduC/iY6W5u1g7ZCEktZMjllK5/AojcS1MJ5DZayOVKZfEXPr1XCRQuN6tFC4wpnfjFT0U4NdK5GNVQa2gxmgp/WNFbF8sdVJDTadP0pp2ihcYUzl6xGaIT0Tq1CZmw2uipGZ9+vTcwUGnaSJS10KRHnaKFxhTO3mKbTZritRU84UCi+p7HHTKEaa2VCYzGdI6GdtiWpRtOwSrjoCKrq0ULjCmc+maGjQk2jN2KELeq6SPaZraBGkkWhf4k2BZZkOVzc/pwG/D46Wpq1puEALTSuYJRSzC1mbNedsiiELaZzHo1s4zFbjU9D58SsSTWaBhiashYa1aOFxhXMQjpHNq8q9mkU+hJoe7ttLPt7JGR/rgvhzdoZXpL5CnOMLHRWuDO00LiCsUqIVOrTsIrpab+GfWKpDJGg31axQgvdaW5t5s0KwO02KtwW0xMJ6jl1QF2FhojcKSLHROSEiHxkjeveLiJKRA7UcnwbnUI2uNY0PCeWzFYU5QPGDrq5SfSueBXmkmnCQT9+m4mpFj1tAd0n3AF1Exoi0gR8EngzcB1wj4hcV+K6CPBLwJO1HeHGp+BIrHAx05pG5cwnMxULDREh2hbUwnkV5pOZik1TANFwkFgqSzqb92BUG596ahq3AieUUqeUUmngy8DdJa77XeAPAG3YdZlK+isX090WwKc7oFVELJWp2IwChoDWwrk0sSoEMUDULCWiy/tXRz2FxhBwvujnEfNYARHZD2xRSn19rTcSkXtF5JCIHJqcnHR/pBuUQte+Cs1TTT6hu00vZpVQ7QKnI31Wx9A0KhfEUTNXZnpBz2s1NKwjXER8wJ8CHy53rVLq00qpA0qpA729vd4PboNQaYXbYnrCASZ1gpRt4qks7RVETlnoUt6r48Q8BTCtneFVUU+hMQpsKfp5s3nMIgJcDzwkImeA24D7tDPcPeYW04SafYSamyr+XW02qYxqF7ieSJDphSXyur3uZVQtNLSm4Yh6Co2ngD0iskNEAsA7gfusk0qpeaVUj1Jqu1JqO/AEcJdS6lB9hrvxMBL7KvNnWPSGtYPWLtlcnsRSlvYqTCk94SCZnCoELWiWiSWzWtOoA3UTGkqpLPBB4AHgJeArSqkjIvJxEbmrXuO6kqimWKFFb8RIkNKlRMpj1Y6qxjzVq0t5lySTy5PM5CpKlrRoD/lpbhKmtSO8Kirf+riIUup+4P4Vxz62yrWvr8WYriTmF6tT78HYAS9l88SXqrPVX0nErCS0Kn1HYIQ37+mPuDqu9UwiZcxppIqINBGhW+dqVE3DOsI13lNp17NiCiWmtYmqLNXWSALDDAg6K3wlsVTlZVmKibYFtXmqSrTQuIJx5tMwiulNaqFRFmuBqyZPQ2fflybuQNMAI1djSpunqkILjSsUpZQjn8ZyMxv9wStHNc2CLKxSIjpS7VKWBXH15lVtnqoOLTSuUJayedLZfFULGSybTSZ1BdayFBa4Kuba59OlRErhVNPobgvojPAq0ULjCsXJ7hegqzVAk0+0pmEDJz4NMLQ6HT11KZbQqFbTiIYDLKZzLKZ1V8RK0ULjCsWJnR2sHXBA+zRsEEtm8Qm0BSpPogSr/4MWzsXEC47w6p7fnjadq1EtWmhcocQc7tRAN7OxSyxl1J0Ssd9Loxg9z5djhTGHHTjCAZ2rUQVaaFyhLJunqk/VWa+lRGqdkBhLZhwJ5/WQSLmYzvLI8UlSmdq0AI6nMrQ0N9FcYS8NCysrfEaXEqkYLTSuUJYdiQ41jXVknsrm8nzgi09z9W//J7/9b4drdt9YqrpyFxaNXkokl1d84IvP8DOfO8hr/uC7NWlPG09VV5bFwqo/pc1+lWNLaIjIq0Wkzfz+3SLypyKyzduhabzEacgiWDvgdEPvgIv57GOn+cbhMW7a3MkXnjjLvz83Wv6XXMBowFT9AmdlhTeqieofnzzLw8cned9rdjCzsMRnHz3t+T3jSxlHG56CeUoLjYqxq2n8NbAoIvswSpWfBP7Bs1FpPKcQfeJwMUvn8gX7ciMTT2X4828N86br+vnSvbdx7UB7TRY3cME8VQhvbswF7ksHz3Pj5g5++63Xcde+Qb7w/bOea0XxVLZqJzhAa8BPS3OTztWoArtCI6uM7eTdwF8ppT6JUbpcs06JJTM0+YSWKsqiW6yntq8PHBknmcnx/jt20eQT3r5/iBdH5zk1mfD83kbXPgfmqQae58Oj87x0McZP3LIZgHtu3Uoyk+P7J6c9vW8s6UzTAEPb0LkalWNXaMRF5DeAdwNfNxsk6Sp16xir/Wi1ET1QvANuvMVsJV97doRt0Vb2b+0E4K03DiIC//H8Rc/vHUs6s7/3NnApkW8cvojfJ7xt3yAAN2/toqW5icdPTnl6X6eaBhjOcF1KpHLsCo13AEvA+5RSYxgNk/7Is1FpPMf40DmT+z3rpGz3/GKG75+c5q59gwUhuakjxA1DHZ4vbumsUcLbiSO8o6UZv08acp4fPznNvi2dhT7zAb+PW3d0870T3s5rLJWtOsfIIqor3VaFXaHx35VSf6qUehRAKXUO2OvdsK48JuIpHj4+WbMObTGHzllYP5rG909Nk1fwuqsubQW8f2sXL4zMk83lPbu3kxIiFj6fGAX2GmyBi6cyvDAyz+27opccf83uHk5OLjAR8y6KKu7Q5AeW0NCaRqXYFRpvKnHszW4O5Erm2Fict/3lY/zs5w7y9k89Tjrr3SJmUW3P6mIaeQdczPdOTNEaaGLf5s5Ljt+8tZNkJsfLY3HP7l3Ih3Gq1TVgVvhTZ2bI5RWvWiE09m0x5vnIxZgn913K5ljK5l0xT00vNHb+C8Cjw5P81r+9yL8+PdIQY11TaIjIB0TkReBqEXmh6HUaeLE2Q9z4/Pa/HyaXV/zyG/fw7Lk5vvr0iOf3jKUyjj90Pp/QEw42vKbxvZNT3Lqjm4D/0sd9/9YuAJ45N+vZvWMuRKmBmUjZYPN88PQszU1SmEeLqzcZMTIvX/RGGLuRYwRG9F8mp4gvNW7037eOjvMznzvIVw6N8OF/eZ7f+8bL9R5SWU3jn4C3YfTuflvR6xal1Ls8HtsVwZOnpjl4eoYP/sBufukNe7h5ayd/9Z1hch6bqdzQNKDxi+lNJ5Y4NbnAbTujl53b3NVCbyTIc+fnPLu/02KFFo1YSuTF0Tmu2dROaEUEXkdLM0OdLbzkkabhtMKtRXdbY+dqzCcz/PevPMcNQx08+9tv4h0HtvDZR09xeHS+ruNaU2gopeaVUmeUUvcAI0AGUEBYRLbWYoAbnS8+eY6u1mbeeetWRIT33L6dC/Mpnh/xbiEDd0IWwfBrNGIoqIUlEG7e0nnZORHhmk0RTkx4F3brpnlquoESKZVSvDgyzw2bO0qev3YgwstjXgkNZ137LKxSIo3qDP/842eIp7L83v91A21BP7/5lmvpbgvwRw8cq+u47GaEfxAYBx4Evm6+/o+H47oiSGVyfOelce68flNht/a6Pb34BB46NunZfbO5PAvpnGOTCVilRBpzpwaG0GjyyaqL2+6+MCcmEp4FILjhCIfGS6Q8N7NILJXlxqHS83rNpnZOTi6wlHW/FpVbmkYjlxJJZ/P83fdO84PX9LF30JjjjpZmfurWrTwyPMnI7GLdxmbXEf7LwNVKqb1KqRvM141eDuxK4PGTUyykc/zw3k2FY11tAW7a0snDxyY8u29iyR2bMCwX06tV1FelPHd+jqv6I7QGSi8we/oiLKZzXJhPenJ/a5F3qmksJ1I2RtOrF0YME8lqwviqTRFyecWpyQXX7x13oQQOLLfSbcQEv0eHJ5ldzPCuV15q0PnJV2wB4CuHvPd7roZdoXEecN2QJiJ3isgxETkhIh8pcf5DInLUdL5/e6PVu/rWSxOEg35u39VzyfHXXdXLC6PznpViWF7I3NE0svnGLKaXzyueOz/HTSVMUxZX9YcBGPbIRDWfzBBo8hFqdlYbtNFKiRy+ME+gycdV/aULQ2yPtgJ0eceIAAAgAElEQVRwdtr9HXHMdZ9G45mn7nv+Ah0tzbx2z6Vh4pu7WnnVzijfeNH7pNTVsPsknwIeEpHfMBfyD4nIh5zcWESagE9ihO5eB9wjItetuOxZ4ICp1XwV+EMn92w0njg5zStLRPXctKUTpeDIBW8cXm6ZTKCxS4lcmE8ST2XZO9i+6jW7+wyhcWLcG6Fh9NJwlnkPjZdIeXwszq6+8Kqlybd1twFwbsZ9TcMtP1HA7yMS8jdcT42lbI4Hj47zIzdsumxtAHjDtf0MTyQ454FAtoNdoXEOw58RwKg5Zb2ccCtwQil1SimVBr6MUduqgFLqu0opa2aewMhE3xBMxFKcmiod1XODaSf2Kkoi5rDrWTE9DVziwnJwr7YbBuhsDdAbCTI84U14qNNihRaFeW4QoXFsLM7VppZWio7WZjpbmz3RNCyfRrUNmIppxKi0p8/MspjO8YPX9Jc8/8Zr+wD49svjtRxWAVuzrpT6fwBEpLVoEXfKEIbZy2IEeOUa178P+EapEyJyL3AvwNat6yOo64nTMwAlhUY0HGSwI8ThUW9DFt1YzHojhorfiJqGJTQsbWI1tkdbPVncwDClRFzQ6Dpbms2e7PWf51gqw4X5FFdtWnvfuK27lXMz3giNtkATTT5n2hs0Zlb4w8OT+H1yWdKkxbZoG7t623jo2CQ/9+odNR6d/eipV4nIUeBl8+d9IvK/PB3Zpfd/N3CAVepdKaU+rZQ6oJQ60NvbW+qShuPg6WkiQT/XrWI6uX6owztNwyX1HqA3HAIas5TI8HiCaFugYLtejS3drZz3YHEDw6fhNEcDrETKxujJPjxuaGVXr6HBAWyNtnFm2htHuBumVWjMSrePHJ/iwPYuwsHV9/S37+rh0JkZT0vgrIZd89QngB8GpgGUUs8Dr3N471FgS9HPm81jlyAibwQ+CtyllKr/J8YlrBj31XZLNwx1cGpqgQUPslXd6KVh0d7iJ9Dka8iwxeGJeFktA2BLVysXYylPyrfEkxlXAg6gcUqJWGVX1jL7gaHBXZhLkXF5YXOjwq1Fd5tRSqRRmF1I89LFGK/Z3bPmdbftjLKQznH4gjfWiLWwHdKhlDq/4pDTAOyngD0iskNEAsA7MTLPC4jIzcDfYAgM72JQa0w6m+elsXjBd1EKa7E7PeWBI9H0aay1k7GLSOPsgItRSnFiIsGeNezuFlu7W1EKRufcD7uNubgrbhT7+4mJBC3NTQx1tqx53dbuVnJ5xeisu/NqlMBxa04NTcPrCgx2OXTWKGlz647SpimLW3d0A/DEKW/7lpTCdsitiNwOKBFpFpFfAV5ycmOlVBb4IPCA+V5fUUodEZGPi8hd5mV/BISBfxGR50TkvlXebl1xfDxOOpvn+jWExs5eY7E76UGToFjSsAn7V4l8qZSeSGMsZsVMxpeIpbLs7rWhaXQb4aFu29+VUkYvDdcWuMboyX5maoHtPW34yvgUhroMoXLBZWHspqYRbQuQVzC3WH8NDuDQmRkCTT5uXCX/xaI3EmRXbxsHTd9oLbE78+8H/hzDeT0KfBP4L05vrpS6H7h/xbGPFX3/Rqf3aEQsX8Vamsa2aCsicNKj5Ci3dr9g5BBcnG+MpDMLK+9iTxkTChg7YnBfaCxl86RzeVd8GmDV+TJKiTgN4XXCmelFrinjBAcY7DCFhsvPRjyVYXtPmyvvFS1K8LO+rycHz8xw4+aOy+p5lWL/1i6+8/JEzZ8HW1tNpdSUUupdSql+pVSfUurdSqna60UbhBdH54mE/GwzE6BKEWpuYnNXiyftSN2ocFtMo5hNirEip/bY8Gn0RYIE/D5GXBYaVsKjG74jMIRzvUuJZHN5zs8s2lq0N3UYQRIXG1nTCDdOKZFUJsfh0Xlu2d5V/mKMEvTTC2lGXDb/lWPNmReRX1NK/aGI/CVGocJLUEr9N89GtoE5PDrP9YMdZXcHO3vCHpVhcM9kAoaqPL2QJp9XZU0WtWJ4Ik4k5C8kH66Fzyds7mzhvMv1fNyMUoNLEyk7WuvTbXl0Lkk2r9gRLS80Qs1NRNsCHmga7j2/0TazaGEDOMOPXoyRySlu3mJTaJj9YZ4fmSuYWGtBOU3D8lscAp4u8dJUSCZnOsHL2CwBdva2cXpqwfW6Tm46Z8FwJubyitkGsQuDEW67py9sW20f6AxxYc7dxc3NzHtojAQ/KzDDrnnImFf3dsKpTI50znkDJgtL02iEXI0XzIrM+7aUXxvA6FsS8PsKdcBqxZozr5T6D/Pr52sznI2P5QRfq7SFxc6eNpKZHBPxpYKq7wbxVJZdve6Zp3ojZq5GYqkh7MJgBBC8YZWM2lIMdLTw2LC7fa3drPEFjSE0rCTI7WuYVosZ6GjhrIu5GgVB7NKcdrUGEKEhSok8PzJPXyTIpnZ7n/WA38fewXZP+8GUwm5y34Mi0ln0c5eIPODdsDYudpzgFptNlXN0zn2ziZvmqR7LLtwgxfRmFtJMJdK2wm0tBjpCTMRTriZLudWAycKa53qGN5+eWqAt0GTL7Acw2BHioosanFtd+yyafEJ3a6AhihY+f36OfVs6K3Jq79vcyYse97lfid2Yy16lVEGcKaVmgT5vhrSxOTwaIxz0s92GTXiLGbJ4fsY99V4pZZS2cNER3mhluy0n+C4bTnCLgY4W8gomXFyQ3TZPdbUG6l5K5Mz0AtuibRWY/VqIL2UL5cyd4lYvjWKi4fqXEomnMpyaWli1P8lq7NvSQTKT44QHATOrYVdo5Io79ZklyhsjG2ad8fJYjGs2RWw5jIc6DU3DzYYryUyOXF6569OwKrA2iKZhFR+0EzllMdBpRvq42FfDcoS7tcD5fEK0LVDXeTZyNOw7XQesCCqXnOFude0rprstUHdHuJVlv3eovNm6GMsZ/sL52vk17AqNjwKPicgXROSLwCPAb3g3rI2JUorj44myhd4sWgJN9IQDrobUWXZ2N3dqkaCfgN/XMGG3JyYStAaaCnkCdnB7cQOjWGGo2UfQXz7m3i71DG/O5PKMzCZtackW/e3u1iZzswSORdRspVtPjprlQK4dqExobI+20R7y85zH7aGLsVvl9j9FZD9wm3nol5VS7noNrwAm40vMJzNcVcEOeKir1VWh4VbXs2JExOgV3gDZymAIjd194YrCfwdMAeOm/X1+0Z1ihcXUM/t+dNYIt60ksa5gunTp2VjW3lzUlNsCdXeEv3QxRldrs20nuIXPJ9y4uZMXaig01tQ0ROQa8+t+YCtwwXxtNY9pKuDYuL1Cb8Vs6Wpx1Tzltp3doicSbJjy6MPjCVvlQ4ppD/lpDTS5rGm4G3AA1FU4nzajoCrRNNwWGt74NILMJzOeFKy0y9GLMa4daK8qs3vvUDvHxxI1G3+5mf8QRp+KPylxTgE/6PqINjDHx+2XtrDY3NXKA0fGyOWVK/0D3GqVuZLecLCuze4t4qkMY7EUuyuInAJDWxroCLnr03A5HwbqW0rkbCFHw75PIxL0E2r2ubahiKcyiEB4lZ7v1WCVzp9dTBfMabUkm8tzbCzOT99WXTfr6wc7SOfyDE/E2TtYmSO9GsrN/IPm1/cppU55PZiNzvB4nO62QCF00g5DXS1kcopJl3I13M5SthjoCHHobO2Lp61kuXxI5Y0l+yIhV3fxsWS2ov+1HQqlRFJZ101f5TgzvWiE21aQiyMi9EaCTMTc0eBiqSzhgN/VygOFkPHEUl2ExumpBZay+Yr9GRZW+P6R0VhNhEY5R7jl7P6q1wO5Ejg+Hq8oSxko2DjHXfzQgXvJURabOkLMLWZIpp1WzHfGcAU1p1bS67KJza0GTMXUM8HvtFndtlINpzfs3ry6WXfKorhoYT04etFwgq/WkK0cW7tbiQT9HL5QmwiqckJjRkS+CewUkftWvmoxwI2CUorh8URF/gyA/nbjgXZLaMQ98mlY0UdjLo2zWk5MJAj4fVXV4umNuOsv8MQ8FXbXR1AJZ6cXKvJnWLg5r17MabStvqVEjl6M0dwk7KrQD2fh8wnXDbZ71ulzJeVE9o8A+4EvUNqvobHJxfkU8aWs7XBbC9c1jWSWQJOPoN+dXhoWxRVNd7hUtroaTkwk2NnTVpX/py8SZDGdY2EpS5vDBlVGLw0PHOGR+mgamVye87NJ3nLjQMW/2xsJutb3Ie5yhWZY1jTqFZX20sU4e/qMOlLVcv1QB//45FnXfJ9rUW72/1Yp9dMi8hml1MOejmSDc9yKnKrQbBINB2nyCeMx9xyJkZDfdSeqlRNR774awxNxbrJZJXQl1oI8EV9ih0OhsZDOkVfu5hOA+9FIdhmZTZLLq+o0jXCI2UUjOsnJwgiGecptv0N7yE9zk9Qt7PbohRh3XNXr6D2uH2onlclzajJRUaBNNZT7D94iIoPAu8x6U93FL09HtsE4XkW4LRi1cXrDQdfMPrFU1nX1HpY1jXqap5LpHCOzyar8GeDugux23SmLrtZmmpvc20TY5cx0ZdVti7Hm1Y2say98GiJCd1uAmTqYp6YSS0wllrh2wNlCf73pAK+FX6Oc0PgU8G3gGi4vi37I26FtLI6PJ+gJB+lqqzyapr8j5KpPw+0PHRi9E7pam10NWa2Uk5MJlFrur14pbgoNr6LURIS+iHvPg13OTFWeo2Hh5rx69fxG24J1KSVS7WZyJTt7w4SafRwejbkxrDVZU2gopf5CKXUt8Dml1E6l1I6i107PR7eBGB6Pc/Wm6haz/kjQRZ+G+3Z2i00dLYzV0TxVSbe+UvQWnMzO/4aC0PBIq6v1PJ+ZWiAc9FcVQuyW0FBKmZqG+3MaDQfq0r3vuFlz6uoKfZ0rafIJ1w3Uxhlut93rB0TkNSLycwAi0iMiO7wd2sYhn1cMTySqyh0AY5Fwz6fhvnpvMdDhfiOjShieiOP3Cduq2A2DUUXW7xNXwkOXQ5s9EBrtddA0phfNvvWV+8LcEhrJTI5sXnkyp9E6FS08PpGgPeSnz2ap+bV472t28FOv3Fr+QofY7afxP4BfZzlvIwB80enNReROETkmIidE5CMlzgdF5J/N80+KyHan96wHo3NJFtO5qlXQ/vYQ88kMqYzzHAgvSltYDHSE6urTGB5PsC3aWrWz1ecTelwq0xHzyKcBxvMwFkuhVO0KTZ+ZXqjKnwHu9QHxooSIhfV/r+WcgmGBuKo/4kpgyltvHOTum4ZcGNXa2P10/RhwF7AAoJS6ADjSp0SkCfgk8GbgOuAeEbluxWXvA2aVUruBPwP+wMk968Wy3bJK85SLYbexZNb1iB6LgY4QMwtpV4RbNZyYrF6bs+iNBF3pqTFfME+5P9f97UZocGIp6/p7l8KqbmunL3gpgv4mOlqaHc/rcll0L+Y0RCqTJ16jOYXlqtdeRzu5jV2hkVaGCFYAIuJGIP6twAml1CmlVBr4MnD3imvuBqxWs18F3iC1LrjjAtXUnCrGSvBzasfO5PIkMzlPbMJg+DTAvZySSljK5jg7vVhRt75SuJWIZhWGDDsM3S2FFalWq3k+P7NILq/YZrPFayncmFcvTX595mfMrXIndpgwq15f7fCZrTV2hcZXRORvgE4R+QXgW8BnHN57CDhf9POIeazkNUqpLDAPRFe+kYjcKyKHROTQ5OSkw2G5z/HxOJvaQ1WbKgoJfg2s3oM3PSnscmbKWNiqjZyycKuKbCyZJRz0429yN4kSljXPsfna2OCtvuBOkjb7XCjR4uXzu6zN186v4VbkVK2x6wj/Y4yd/r8CVwMfU0r9pZcDqwSl1KeVUgeUUgd6e50lyXjB8fG4ox1wn/VAO1yMvbSzQ1FWeB3Cbq3IKadCo689yPRCmlzemW07lnK/7pSFtYmolf/o9FT1ORoWrmgaHvTSsHDTBGwXpxaIelHJNugF4GHgIeB5F+49Cmwp+nmzeazkNSLiBzqAaRfuXTNyecWJiQRXO3gw2kN+WpqbHD/QlsnEq8WsnprG8EQcEaqu32PRGwmSyytmF52FX84nvckngNovcGemF4gE/YUaTdXQ64Kj2YuufRZW9FItNY3h8Thdrc2uV0L2GrvRUz8JHAR+AvhJ4EkR+XGH934K2CMiO0QkALwTWFkE8T7gZ83vfxz4jqp1eINDzs8sspTNO1JBRYT+dudZ4fMe5g4AtAb8dLQ01yVXY3giwdbuVkLNzlqrWrkaEw4Xj1jS/cJ6Fi2BJtpD/hoKjUW29VQXbmvRGwmSzORYcFAF2Yv+4BZtQT+RYO3mFIymbG5FTtUSuyL7o8ArlFITACLSi+HXqLpkulIqKyIfBB4AmjASCI+IyMeBQ0qp+4C/Bb4gIieAGQzBsq6wuvU5ddD2t4dcWMi8cyRaGI2Mai80Townqk7qK6aQU+DQ/h5LZRnqtN+jvFJqmeB3ZmqBGzc769NQnKtRbXBAPJXFJ9AWcK/nejF97UEmXEjstINSihPjCX70Zu9DZN3G7n/PZwkMk2kqM22VRCl1P3D/imMfK/o+haHdrFuGC0LDmd2yvz3Ec+ed9QH2qh5SMZtc7n5nh2wuz+mpBV5/jXN/lluJaLFkxnE9obXor1GCXzqbZ2R2kbtvGnT0PsUl3at1qMdTGcJB94ttWhhzWhvzVKHq9TqLnAL7C/9/isgDIvIeEXkP8HVWLPbrnXxecWws7nr10OPjCYY6WxyHXm4y6085sc4t9wf3xtYOMNjZwuhsbYXGuZlF0rm84xwNcFdoeCmcrQQ/rxmZXSSvqDrL3sISGtMONDivSohY1EoQw3Lk1HpzgkMZoSEiu0Xk1UqpXwX+BrjRfH0f+HQNxlczLsZS/PAnHuHrL1xw9X2PjcVd2U30RYIsZfMFbaEaYskMfp/Q4tDuvxZbulqZXczULPEMnHXrW0lrwE846HckNHJ5RXwp66kZcFO70ZrWaZRXOazqtjsq6AteikJLVQflx71owFRMX3uQiVhtssKHzcip9RZuC+U1jU8AMQCl1P9WSn1IKfUh4GvmuQ3DYEeI/vYgz5xzZgIqJp3Nc3IywdWbqmvjWIwVMeNkMbPaj3rpeNvSbdjxz88senaPlVjhtrtcEBrgvO1rohDl4+GuuCNEXnnfOOj0lPF/rKa6bTFWdWcn5cdjHtZNA+iPhEjn8swtVr8xs8ux8Tg94SDdDiLS6kU5odGvlHpx5UHz2HZPRlQnRIT9W7t45tysa+95emqBbF5xjcMKluBOm0+vemkUs6XL2JGO1NBEdWIiwWBHyLXs655wwFFmcMEM6OECV8jV8NgZftYMt3W6uDU3+ehoaXZUFDCeyno6p4VQ5ho4w42aU+vPnwHlhUbnGue8Cw2pE/u3djEym3QtguLlMaO2vdOyx+BOVM98MuPphw4o9OaupaYxPBFnt4tqfk846KiLWy0CDgqlZTy2wZ+eMgoVuqGdRsMBR324jV4a3s+p185wq+r1ejRNQXmhccgsG3IJIvLzGI2YNhT7txky8pmz7piojo0ZpbqdJpyBOw5aL3MHLLpam2kLNHF+tjZCI59XnJxYcMWfYdETDjoy+3jZS8PC7d7xq+Gkuu1KetqczauXZf2hdkmTVtVrp2H49aLcf+CXga+JyLtYFhIHMEqj/5iXA6sHewc7CDT5ePbcLHdev8nx+x0bi7Ozt81xX2QwTB0Bv8+RphFLZRjq8lZBFBG2dLdyfqY25qnRuSTJTM5x+ZBiesJB5hYzZHJ5mquoHbVsnvJOaPSEgzQ3CaNz3s1zOptndDbJj7lUbjsaDhSCFirFaMDkXZY9FPWI91hoWJFTTqpE1JM1/wNKqXHgdhH5AeB68/DXlVLf8XxkdSDU3MTeoXbX/BrHxuPcvLXLlfcSEcfF9Lzs2lfM5q5WRmqkaRwbc7/oW9SM9JlZSBd2n5VQSKL0MLTZ5xOGOls89R2ddync1iIaDvDEqeqe38RSlrzy1uQXam6is7XZc/PUsXUcbgv2CxZ+Vyn1l+ZrQwoMi/1bu3hhZJ50Nu/ofRJLWUZmk66WPe5xUPRNKUUsmfX0Q2exLdrK2enFmoQuHnPYq6QUToMOvK7xZWEIZ++ExhkXChUWE20LMruYIZur/LNVCz8RGBFUXpunhscTDHRUX/W63rhft3mds39rF0vZPC9ddNag/Vih96/zcFsLJ5pGKpMnnct7uvu12N7TRjKTq0l27bGxOEOdLa46SHsjZk5BlabA+WTGLHfh7Vxv7mph1EONzqpu66QkejFWrsZMFcUgC3XTPNaU+9qDjlsQlMPI3VqfWgZooXEZBWe4QxOVJTTcCLe16I0EmKoy+qRWu1+AneYic2qqOvt1JRwbi7sSnVbMcvZydXM9t2gEHPh83hai29zVwlQiTdJBEcC1ODu9SCTkp6vVnWcm6mBeLZOf55pGe8hTn0YurzgxmVi34baghcZlDHS0MNARcpzkd3w8TlugydWidb3hIDML1WUBx2q0U4Nlc8aZKW/9GsvJk+4KDWtxc6JpdNZAOFvhzaNz3szzqakEO10KtwUKpdWrERpeV2i26G832v16lWl/dnqBtMOq1/VGC40S7N/axTNnnWkaL12McdWmiKu7zd5IkLyiqgSpWn3oAAbaQwT9Pk57rGlYyZNuR6G0BZoINfuqFhpzyQwdrd5n+m42I+HOe+TXODW5wE4XwsUtCppGFc+v1w3ELAY7W8jllWfVbguRUy5vdGqJFholuHlrJ6NzyarV1HxeceRCjOsHnZWTXomTXI1amqd8PmF7tK1QgsIrjnn0ARQRM1ejOvPUvMfFCi02e5h9v5jOcnE+xa5ed/wZUFR/yoGm0eGSqWw1Bk3LwAWPQpmtbn1uhojXGi00SrB/mxEmW61f4/T0AomlLDc47EGwkp6C2cSJI9F7RzjA9p5WzzWNY2MxmnzCThcXNgsnCX7zi+mamKd6w0ECTT5PwptPTRpOcDc1jfZQM36fMFONppHKIAJhj4MLLHPy6Jw3msax8Thbu1tp9fjv8BItNEqwd7CdQJOvar/G4dF5AMeNa1biSNNIel9Er5hdvWHOTi86Dl1ei2NjcXb2tBH0u1+1tydcfdDBXI00DZ9PGOryJlfj1JQlNNwTyD6f0N1WXSmReTPHyOvgAs81jXUeOQVaaJQk6G/i+qF2nq7Sr/HCyDyhZh+7XdylgbP8gVo6wsFItsvmVaG0thccG49zlUe24Wo1jXxeEUtm6PTYjGKx2SuhMZlAxHl125VEqzT71crkFw4aLYu9EBrprNEsbD1HToEWGqtyy7YuXhytLsnvxZF5rhtox19FCYq1aAv6aQs0VSU05pMZWpqbXClpYgerro7l+HObxFKW8zNJrvFo19YTDjKzkCZfYRRNvAaZy8V4latxcnKBoc4Wxz3XV9ITDlQdyFGrOR3sbPFEaBQCN9axExy00FiV/Vu7SGfzHLkwX9Hv5fKKIxfmuXHzWgWCq6cnUt0O2GhgUzs76q7eMD4x1HEvWE6e9OYDGA0HyOUVcxU2vapVlI/F5q5WT3I1Tk0mXPVnWESdmKdq9PwOdYY88WksVy/QQmNDYjnDKzVRnZ5KsJDOcf2Qu/4Mi2qzwmu5UwOjjs+2aFshWsRtXhgx/E2eCecqczWsBj6dNQi5heWwWzed4UopTk8tFJI03aS7LVhVy1ev2+cWY7Qsdl97Gx6Pexa4UUvqIjREpFtEHhSRYfPrZVX9ROQmEfm+iBwRkRdE5B21HGN/e4ht0VaePD1T0e+9MOKNE9yi2q5ysaS37UdLsacvzPEJbzSNF0fm6Y0ECz0Q3KYgNCoU0LWqkWSxLDTcM6eMxVIspnOuhttaRMMBFtK5ijWj+RrVTQNjTmOprKPWyqU4NhZne7TVk8CNWlIvTeMjwLeVUnuAb5s/r2QR+Bml1F7gTuATIuLNtnIVbt8V5YlT0xUVWHtxdJ6W5iZXemiUoqdKTSOWqq2mAXDtQDtnphZYTLvfL/z5kTn2be7wrHWtVX+qUgE9lzRML7VzhFu5Gu7tjL0It7WwcjUq8WsYxTa97wVjYXWfdLuR2PFx90ve1IN6CY27gc+b338e+NGVFyiljiulhs3vLwATQG/NRgi8alcP8VSWIxfsFy98/vwc1w220+RRaGBvJMh8MsNSttKdWu0+dBbXD3WQVzgu/riSeCrDqakFbhjybg8RbauuTpJlnqqVgO4NBwn6fZyddlNomD3XPfFpVD6vVrHNWs2pVZ7FTUGcyuQ4O7PInj4tNKqlXyl10fx+DOhf62IRuRWj8dNJrwdWzKt2RgF4/OS0retTmRwvjs5zYLs7PTRKYeVqVLqYxWrQ6nUlN5h+nRdHKgsmKMeRCzGUghu3eGMCBGPR9/ukYp9Grc1TPp+wo6etUJHWDU5OLtAWaPLE9BetQtOoRVOrYrZGDaFxzkVN4/h4HKXWd/kQC8+Ehoh8S0QOl3jdXXydMpourBrXKCIDwBeAn1NKlbQTici9InJIRA5NTk669jf0RoJc3R/h8ZNTtq5/9twcmZzilTu6XRvDZWOqIlcjn1fEl2pnE7bobw/SEw5wuAJNzQ6WE/wGj4INwFiMo+FAVUIj1OxzPVR1LdwWGicmjMgpL0x/1VQ1qLUgbg8109na7KrQOGp+BvYOutcqoV54JjSUUm9USl1f4vXvwLgpDCyhMFHqPUSkHfg68FGl1BNr3OvTSqkDSqkDvb3uWrBetSvKU2dmbJmDDp6eQQRu2ead0OipIis8vpRFqdplg1uICHsHOwoZ8m7xwsg8Q50thQXIK6qpPzW/WHvf0Y6eNs7NLJKporlRKV4ei7la0r+YgqbRwEIDDL/GORdbFh+9GCMc9Bf8JeuZepmn7gN+1vz+Z4F/X3mBiASArwH/oJT6ag3Hdgm374qSyuR5zkZJkYNnprlmU7unD7dlnqpkB1zrbPBi9m3u4Ph4nMSSe87wF0bmPYtOKyYarjw8dC6ZprOlNuG2Fjt62sjmlSsRVJPxJdu20l8AABwMSURBVKYSaa4Z8GZH3Brw09LcVFH9qfka+4kAtna3MuKipnHkQoxrB9ytel0v6iU0fh94k4gMA280f0ZEDojIZ81rfhJ4HfAeEXnOfN1U64G+cmcUn8BjJ9Y2US2mszx1epZX74p6Oh4r+qQSTWN2sbYRPcXcsr2bvMKW0LXD3GKaczOLrheDLEU19afm6qBpWHH/bhSI9KJ52Eqi4coS/Ao+jVpqGt2tnJ9ddKWvRj6veOlijL0uV72uF3URGkqpaaXUG5RSe0wz1ox5/JBS6ufN77+olGpWSt1U9Hqu1mPtaGnmwLZuHjw6vuZ13z85TTqX5/VX93k6nqC/ifaQv6JQUCuip6uttjtggP1bO/EJPHWmsnyX1Xj2vCF8bvIoqa+Y3rCRE1NJr/P5ZMbz8t0r2dFjRDlZobJOeHnMsL17KzSCTC00tnlqR08rmZxi1AXt7ezMIovpHNd5pL3VGp0RboMf2tvPy2Nxzq5RfO+hY5O0Bpp4xQ7vIqcseiOV5WpYmoZbbTsrIRJq5upN1Rd/XMnB0zP4fcJNW70XGj3hIOlsnngFprVaZ96D8X/tam3m5KRzTePlsTg94WChYZIX9LQFKjL71bqsPyznqLjRstgqRXTdBnCCgxYatvjhvZsA+M/DYyXP5/OKb780zu27emqS7dlbYf2pWpe2WMkrtnfxzLlZV8qkHzw9ww2bO2rSj6Bap20temkUIyLs6Y8UTEtOeHnMsL17SaXmqflkhnDQ73oB0LXYYfW5d0F7O3ohht8nhSKe6x0tNGywpbuVm7Z08q/PjJQ0VRw8M8OF+RRv2zdQk/H0RkJVaRq13gFbvHp3D4vpnGNtI5nO8cLIHLd6GNJcTKX1p5ayORbTubr4jq7ujzA8nqjIlLaSbC7P8fGE6+1zVxINB5lesG/2i9WwhIhFtC1Ae8jvSijz0YsxdveF1335EAstNGzyjlds4fh4omBTL+bfnh2lLdDED123qSZj6QkHKhIac4sZIkE/zTXcqRVz+64ofp/wyLCzHJqnz86SySlu2+FtsIFFpfWn6mF7t7iqP0x8KctYlS2KAc6YTbO8ipyyiLYFyOQUsZQ9s998MkOkxompIsKO3rBL5qmN4wQHLTRs87Z9g7QGmvi775255Ph0Yol/f+4Cb75hgJZAbXYSvZEgC+mc7ZpOc4tpOtvqo2WA4dfYv62Lh485ExqPDE/S3CS10zQiVk9re0KjUBa9DmZAq9y2k6rCtXCCw7IwtuvXqGWF22J29bRx2qF5ajK+xGR8acP4M0ALDduEg37ec/t2/uP5C4XsToDPPnaaVDbH++/YWbOx9BZ2wPbswrOLGbrq5M+w+IGr+zh6MeaoCNwjxyd5xfZu2oK12XV2twYQsZ+9XOu6U8UUhIYDv8bLF43S3bv7vLW9L5cSsTev9QguACOU+cJ8ylGOkVW94HotNK5MfvGOXXS0NPPhf3mexFKWQ2dm+Oyjp7hr3yC7a1iIrNArPGHPFDG3mK6bE9ziR24wTHffOHyxzJWlGZtP8fJYnDuuql3NSn+Tj65W+6VELPNUrR3hYIRT97cHHRWHfHksxvZoq+clULrbrAADm5pGHSo0w7IgHnbQffKZc7P4feJZ35d6oIVGBXS0NPMX99zM8fE4d/zhd7nnM08w1NnCx++6vqbjqLRX+Oxi7SN6VrIt2sYNQx18/YXqhMaDLxl5Mj9wjbd5MCvpqaD+VD01DYDrBzs4XGGnSQulFM+dn2dfDRa3SutP1aNCM8A1mwztwElU2jNn57h2oL1mputaoIVGhdxxVS9feN+t3L67h3e9chtfuve2midz9VVYf2puMV2XHI2VvG3fAM+PzFe1c7v/hYvs6m1jj8emk5VE24K2w0MLmkad5nrvUAcnJhJV9S+5OJ9iKrFUk/IslqnUzrxmcnkW07m6COLNXS20Bpp4uUqhkcsrnh+ZY38NcopqiRYaVXD7rh7+8p6b+Z279jLQ0VLz+3e3Gbb2SRsfumwuTyyVrbt5CuDt+zcTaPLxj0+eq+j3phJLPHl6mrfcMOBZ06XVqKQn+1wyg4jh+K8HNxT6l1S+yFm2931bvF/gAn4fHS3NtsqjFxJT61DNwOdzlv9ybCzOYjrHzVu9T/itJVporEP8TT66W+2F3Vq730bQNKLhIG++YRP/+sxIoZ6QHf7t2VHyCt66b9DD0ZWmkvpTswtp2kPNnjXgKsf1Q4Y55UgVJqrnzs/j9wnX1qjURTQcsOUIn10wnpPuOm16rumPcLxKn8az5428pP1aaGgaAbulRGbrWHeqFL/w2p3EU1k+vyJ0eTWUUvzTk+e4ZVtXwTFZS3rCQRJLWVKZ8qXxZxbShcigerCpPURPOFhVccjnzs9y7UB7zfqA9LTZqyBsaSNddQoZv3YgwvRCmrH5yvNfnjk7R7QtwJbu2lsjvEQLjXVKbyRoq2ih9cG02mzWm+uHOnjjtX185tFTzNjYaT52YopTUwu865VbazC6y7GqCtsxUU0vLBGto3AWEW7Z1smhCjPv09k8z56b4xXba5P/AvZLiRQ0jTrN6w1mYIBlvquEZ8/NcvPWrpqbVL1GC411Sm84aCtT2TIB1HMHvJJf/eFrWEzn+P1vvLTmdUop/uzB4wx2hHjLjbUp0bKSSiJ9phPpui1uFq/Y3s25mUUmKsgMf3F0jqVsnltrUGzTwq55asb0adRrXvcOttPkE16osGXx7EKaU1ML7N+2sZzgoIXGuqUnYq9sd0HTaCChcfWmCO977Q6+cmhk1SKQAN84PMYz5+b4r2/YU7e6PZWUEplZSNNdZ43ulm3Gwl+JtnHwtHHtgVpqGm1BZhfTZMt0G5xdsCo01+f5DTU3cVV/hOcr1DSs+d9o/gzQQmPd0muW7S5Xv8faIdfLkbgaH3rTVezb3MGv/MvzPFeintfYfIqPfu1Fbhjq4Mdv2VyHERr02OyUmM8rZhfTBXNWvdg72EGo2cfB0/b7lzx5epqdvW2et88tpiccQKlln9tqzCykiYTqVzcNjO6TL4zMV1QM8nsnpgg1+7h5g4XbghYa65Zem7ka0wtLdLU217SstB2C/iY+9dO30N0W4N2ffZJ/fXqEvNkl7cREgp/6zBOks3n+7B376rpgWD6KcqaUuWSGvKqfGcUi4Pdx644oj9osDpnK5Hji1DSv3d3j8cguxerXUS7s1tDe6junN2/tZD6Z4WQFdai+d2KKV2zv3jCVbYtprJVEYxsrwa+c7Xo6kfa0oY4TBjpa+OdfvI2rN0X48L88z6t+/9u85S8e5Yc/8QhTiSU+/95ba1qepRSh5iYiQX954WxqIvVe4ABet6eHk5MLjMyWr/N18PQMqYz3HSdXYgnjcvXTZhfTda+bdttOo6ryE6embV0/EUsxPJHg1TUWxLVCC411yqaOEEDZUtjTC+m6RvSUY6CjhX++9zb+8p6buXVHlGg4yAfu2MV3fuX1NbWxr4WdBL9CwEEDRKlZ9bkeOb52X3swOk4G/L7Cwlgr7NZPm2mA53drdysDHSHbQuOh44aW95oNKjRqW6Re4xqW0LhYJn58OrFUqKHTqPibfLxt3yBvq0Pynh3s1J+aaaAotd19YYY6W/jm0TF+ao1QZaUUD740xu27ojWvjdTXbjy/47Hy81qrhMPVEBFu2xnl0eEplFJlQ2i/dXScgY4QezdQZdtitKaxTmkN+GkP+Rm3o2k0wEK2numLhJgo6zuyNI36z7WI8NYbB3hseKoQfVSKZ8/PcX4myVtvrL2wDgf9hINrP79KqYbwaQC8aleUqcQSR8tUEU5lcjw6PMUbr+3fcPkZFnURGiLSLSIPisiw+XXVuDQRaReRERH5q1qOcT2wqSO0pqaRyeWZW8w0hMlkPdPfHmJsPrVm9Izl02iUzPu37Rskm1fcv0Yp+vueu0DA7+OH9vbXcGTL9LUHmVhD01hM51jK5uvu0wD4wWv6EIEHj46ved3DxydJZnK88br6zGktqJem8RHg20qpPcC3zZ9X43eBR2oyqnXGpo6WNXdqsw1kMlnPDHSEWEzniK/RjGc6kaajpbmukV7F7B1sZ09fmH968lxJYbeYzvK1Z0d507X9tNepwGJ/JLTm82sFH1j+j3rSEw5yYFsX3zyyttD42jOj9IQDvHpXbX1EtaReT/jdwOfN7z8P/Gipi0TkFqAf+GaNxrWu2NQeXFPTsEwqtYy/34j0W0EHa8z1eCxFf3vjzLOI8N7X7ODIhRjfL+HA/ZdDI8wnM7z3NdtrPziT/vYg4/Hyz29fAwgNgB+6bhNHL8Y4MVG6pe7cYppvvzzO3TcNNVyIu5vU6y/rV0pZevMYhmC4BBHxAX8C/Eq5NxORe0XkkIgcmpx01od6PbGpo4WpxBKZVbJqrUXOcpprqmPAjtCIL9Hf3ljz/GM3D9ETDvDHDxwr5MAAxFMZ/vqhk9y8tZNbttUvQq2/PcR4bPWqBo2kaQD86M1D+H3Clw6WLu3/5afOk8kp3r6/fsmotcAzoSEi3xKRwyVedxdfp4wnptRT838D9yulRsrdSyn1aaXUAaXUgd7/v707D66rug84/v1J1i7ZkqzVkoy8SGAZvFW4hmC3ZTNLC2RIKVOmuNNQ6qZJ2pnmD3eYcchMmqGlTYdM0mRoYAiZNMF1aCFDm2EJBAKJsYxXcIyFMJJlydqszVpsS7/+cc+Tn6X3pIe2e9/z7zOj8X33Xku/8470fvece+45hfO3HKjfShamo0rUm7Sh4bglAfswizeh92+ypNHeO0RRTrDe5/SUZHbcvor3Grt5+u2PAe/m8j++dJTTfUPs/MMaX+MrWpjOuQujY9P3j9fmWiFBaWkU5qSx9eoSdu87ydlxXZVD50d46lcfs7mqgJoEHTUVMmdDblX15mjHROS0iJSqaouIlAJtEU67DtgsIl8AsoFUEelX1cnuf1xWSnPdsNvuQcpyJ06/fLp3iCTB96kt4l2R63aK9kzM6KjS1jccqO6pkHs3lPHzI618/aWjNHScpav/HD9/v5W/+r3lvi8OFHq/2vqGIy4S1tY3zIIkCcSN8JCHbljGS4da+O4bH/GVrVeO7f/+Ww209w3zxJ+s8zG6+eFX99SLwDa3vQ14YfwJqvqAqi5V1Uq8LqpnLWFcqiLPSxQnzwxGPN7a4139JnL/6nxIW5DM4qzUqPePugbOcWFUA3NFHE5E+M4D67n/2gp27zvJ2/UdfPmmKnbcdpXfoY1150VrwbX1DlOYk0aST4taRbJ+aR73rFvCk281sM9NSri/8Qzfeq2eO68p5foEfaAvnF8P9z0G7BKRzwOfAPcBiEgtsF1VH/IprrhSnpcJQFNX5OkiWnuHxm7impkpWRR9pE9of9DuaYSkLUjmsXvX8Ohdq0lOksCM8ArdKzrVHfmip61vKJCJ+JE7a9jf1M2DT+1hS3Uhbxxrp3hRGl+7e7Xfoc0LX5KGqnYCN0XYXwdMSBiq+gzwzJwHFmfSU5IpyE6jKcocQ609QywvzJrnqBJT6aL0qC260LMGRQFNGiHztSpfrEoWppOcJDRHSRrtfcOU5wVv1bvCnDR+/Jeb+Mb/HqXuxBluXFXEV/+o5rIZpWjTiMS5ivyM6N1TvUNcn8DjxedTeV4mv2noijiNxMWWxuXxoTFbFiQnUbIwneYov7/tfcO+33eJZkluBt/+0w1+h+GLYLRTzbRV5GVGbGkMnLtA39AF656aJRX5mfQPX4i4/kNbwIaGxpOyvMgXPedHRuk8ey6Q3VOXO0saca4iP4NT3UMTVkAL3bS14bazY2l+9PtHLT2D5GelJuTaCXOtPDcjYvdU6OZ4qV30BI4ljThXkZfJyKhOGNnT2Ol9uF2xONOPsBJOKGk0RkgajV0DVOTb+zwdZXkZtPZOvOgJtZ7tfQ0eSxpxLvRh9knnpR9mDR3eKmOVi+1G+GwI3ZCN1BXY2DXAFfbhNi3leRkRL3pOdnmtj4o8e1+DxpJGnFtZnA3A8ba+S/af6DhLTvqCQEwrnQiy0hZQkJ06oXvq/Mgop7qHxpK3+XTKcr33bXwXVWPXAEly8QFWExyWNOJcYXYauZkpfHj60knUTnSeZXlBVsLO6e+H8rxMmrou/XA71T3IyKiy1LoBpyWUbE90XLr+dtOZAZbkZgTmmRJzkdVInBMRqotyOH760pZGQ/tZKgusa2o2LSvIoqH90uQcusdhLY3pKcvLID0liePjZo5t6hqwrqmAsqSRAKqKs/nwdN/YbKFD50c41TNo9zNm2ZUlOZzqGbpkgr3QvSRLGtOTnCSsKMyemDTODFKRH7wH+4wljYRQXZxD79CFsecFPukcQNW7Mjaz58qSHACOtV5s1TV2DZDqHlIz01NdnEN9WEt58NwI7X3D1tIIKEsaCeAq92F2+GQPwNhEamsrcn2LKRGtKvGmvP5t68V1oo+29LKiKDtQk+rFm5VF2ZzqGaJvyGvBhd7fKjfIwwSLJY0EsLYil/SUJH5V3wHA3hNdFGSnUWk3Z2dV8UJv0MHRFu+qWFU52NTNuopFPkcW36qKvOQQWhHvcLN38bOm3C56gsiSRgJIT0nm2sr8saTx7sddbFyWZyOnZpmIcGVxDh+0eFfCJzoH6B26wFr7cJuRVaVeC+6QaykfbOqhIDvVngYPKEsaCWJzVQH1bf28Xd9Bc/cgGyv9W8YzkV1bmc+R5h66B85x6GQ3YFfEM1Wel0FFfgZvHfeWaj7c3M2a8ly76AkoSxoJ4paaElKTk9j29LtkpSZz6+oSv0NKSDfXFDMyqvzit23sPdFFekoS1db3PiMiwpaqQn79UScd/cPUt/VzTZl1+QWVJY0Esawgi69/9mpGVfnqXatZEmH5VzNza8oWUZSTxq66Jp5/r5nbVpfYyoizYEt1IWfPjfCl/9zPqMItNcV+h2SisPU0Esh9tRVsXV3CoowUv0NJWElJwn21FXz79XpE4Is3rvQ7pISwuaqAFYVZ/Lqhk62ri7naWhqBZUkjwVjCmHt/f2s1K4qyODs8wsqiHL/DSQiZqQvYvf16/v2Neh68rtLvcMwkJPQUcaKora3Vuro6v8Mwxpi4IiL7VLV2qvOsM9YYY0zMfEkaIpIvIq+IyHH3b8SFgEVkqYi8LCJHReQDEamc30iNMcaE86ulsQN4TVWrgNfc60ieBR5X1VXARqBtnuIzxhgTgV9J427gB277B8A9408QkRpggaq+AqCq/ao6cdk0Y4wx88avpFGsqi1uuxWINCi7GugWkedFZL+IPC4iyZG+mYg8LCJ1IlLX3t4+VzEbY8xlb86G3IrIq0Ckx5IfCX+hqioikYZwLQA2A+uBRuA54M+Bp8afqKpPAk+CN3pqRoEbY4yJas6ShqreHO2YiJwWkVJVbRGRUiLfqzgJHFDVBvd//gfYRISkYYwxZn741T31IrDNbW8DXohwzl4gV0QK3esbgQ/mITZjjDFR+PJwn4gsBnYBS4FPgPtUtUtEaoHtqvqQO+8W4F8BAfYBD6vquSm+d7v7ntNVAHTM4P8HSaKUJVHKAVaWoLKywBWqWjjVSQn3RPhMiUhdLE9FxoNEKUuilAOsLEFlZYmdPRFujDEmZpY0jDHGxMySxkRP+h3ALEqUsiRKOcDKElRWlhjZPQ1jjDExs5aGMcaYmFnSMMYYEzNLGo6I3CYix0SkXkSizbobWCJyQkQOi8gBEalz+2Kagt5vIvK0iLSJyJGwfRFjF8+3XD0dEpEN/kU+UZSyPCoiza5uDojIHWHH/sGV5ZiIbPUn6shEpEJEXnfLErwvIn/r9sdV3UxSjrirFxFJF5F3ReSgK8vX3P5lIrLHxfyciKS6/Wnudb07XjnjIFT1sv8CkoGPgOVAKnAQqPE7rk9ZhhNAwbh9/wzscNs7gH/yO84osW8BNgBHpooduAP4P7wHPjcBe/yOP4ayPAp8JcK5Ne53LQ1Y5n4Hk/0uQ1h8pcAGt50DfOhijqu6maQccVcv7r3NdtspwB73Xu8C7nf7vwf8tdv+AvA9t30/8NxMY7CWhmcjUK+qDeo9cf4TvOnb492UU9AHgaq+CXSN2x0t9ruBZ9XzG7ypZkrnJ9KpRSlLNHcDP1HVYVX9GKjH+10MBFVtUdX33HYfcBQoI87qZpJyRBPYenHvbb97meK+FG+apd1u//g6CdXVbuAmEZGZxGBJw1MGNIW9Psnkv1RBpMDLIrJPRB52+2KZgj6oosUer3X1Rddl83RYN2HclMV1a6zHu7KN27oZVw6Iw3oRkWQROYA30esreC2hblW94E4Jj3esLO54D7B4Jj/fkkbiuEFVNwC3A38jIlvCD6rXPo3L8dXxHLvzXWAFsA5owZtPLW6ISDbwU+DvVLU3/Fg81U2EcsRlvajqiKquA8rxWkBXzefPt6ThaQYqwl6Xu31xQ1Wb3b9twH/j/TKdDnUPTDIFfVBFiz3u6kpVT7s/9FHgP7jY1RH4sohICt4H7Y9U9Xm3O+7qJlI54rleAFS1G3gduA6vKzC01EV4vGNlcccXAZ0z+bmWNDx7gSo3AiEV74bRiz7HFDMRyRKRnNA2cCtwhNimoA+qaLG/CDzoRupsAnrCukoCaVy//mfx6ga8stzvRrgsA6qAd+c7vmhc3/dTwFFV/WbYobiqm2jliMd6EZFCEcl12xnALXj3aF4HPudOG18nobr6HPAL1zqcPr9HAwTlC2/kx4d4/YOP+B3Pp4x9Od5oj4PA+6H48fouXwOOA68C+X7HGiX+H+N1D5zH64/9fLTY8UaPfMfV02Gg1u/4YyjLD12sh9wfcWnY+Y+4shwDbvc7/nFluQGv6+kQcMB93RFvdTNJOeKuXoA1wH4X8xFgp9u/HC+x1QP/BaS5/enudb07vnymMdg0IsYYY2Jm3VPGGGNiZknDGGNMzCxpGGOMiZklDWOMMTGzpGGMMSZmljSMmYKILA6bCbV13Myo78ziz7lHRHZOcvwaEXlmtn6eMdNhQ26N+RRE5FGgX1X/ZQ6+9zvAXaraMck5rwJ/oaqNs/3zjYmFtTSMmQER6Xf//r6I/FJEXhCRBhF5TEQecGsfHBaRFe68QhH5qYjsdV+fcfurgeFQwhCRPxaRI27dhDfDfuTP8GYsMMYXljSMmT1rge3AKuDPgGpV3Qh8H/iSO+cJ4N9U9VrgXncM4DPAe2HfayewVVXXAneF7a8DNs9ZCYyZwoKpTzHGxGivurmWROQj4GW3/zDwB277ZqAmbEmDhW721VKgPex7vQ08IyK7gOfD9rcBS+YmfGOmZknDmNkzHLY9GvZ6lIt/a0nAJlUdCv+PIjKINwMpAKq6XUR+F7gT2Cciv6OqnXhzCQ3OUfzGTMm6p4yZXy9zsasKEVnnNo8CK8P2r1DVPaq6E68FEpqqu5qLs7EaM+8saRgzv74M1LrV4j7AuwcC8CawPmwpzsfdDfQjwDt4MxiD18310rxGbEwYG3JrTECIyBPAz1T11SjH04Bf4q3SeCHSOcbMNWtpGBMc3wAyJzm+FNhhCcP4yVoaxhhjYmYtDWOMMTGzpGGMMSZmljSMMcbEzJKGMcaYmFnSMMYYE7P/BwdYBWKSEKN5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ULJuX+dIBdDVW0z82pWfBJXJ6JL6kK+WqNiP758SgdqXkS585kelextLoaqwmEk8ylUq7Nax1yWoPhPuAHuAO4F3AF0WkfuFOSqkvKKUOKqUONjc3uzzE9YGViripvmrZ/bobq5nNKAYnZ9wY1rpkZtaoh9mxRGqz5SI8p/t85U2+ogHQr62NkiinaAwAXfOed5rb5nMBuE8pNauUOgucxBARjc1cML9InQ3Li4ZlifRFtYuqWM6MxFGKJS2NmoCP1toAvSNaNPKlb3SKGr+Xxhr/kvt050RDX7ulUE7ReBboEZGtIuIH3gnct2Cff8ewMhCRMIa7Si9W7QA5S2MF0dBfvNI5Y4rB9pal40dbwzW5FGjNyvRFp+hqrF403dbCunb79LVbEmUTDaVUGvgI8ADwCvB1pdRREfmkiNxj7vYAEBWRY8APgF9XSkXLM+L1zcD4NH6fh3BNYNn92usq8XqE86N6Flws/Xm4UraGgzoQXgB9o1M599NSNFRXUOP3atEokcUT8l1CKXU/cP+CbR+f97sCPmo+NA5yYWyKzvoqPItk88zH5/Wwqb5KZ6GUQP/oFOFgYMl6GIBt4RrGpmYZS6RoWMblogGlFBfHp7mtJ7zsfiJiJHJo0SiJ1R4I17jEwNj0iq4pi67GqlyKo6ZwjFnx8ufaCobrRa9WZnImTSKVoaNu5evXyv7TFI8WDQ1guKdWypyyaKutYnBCZ08VS//YFF2LFPXNx2rlcl6LxopcmjCs3vb6K3tOLWRTfRWXxvW1WwpaNDQk0xki8RTteczUADrqKxmOJXX77iJIZ7JcHJ9Z0dLYVG+IxsCYdgOuhCUC7Ys0KlxIW10lsWSa2Mys08Nat2jR0DASSwLQVrd8ENyira6STFYxEk86Oax1yaWJGTJZtaKlUeX3Eg76uaBFY0UuTViisfKkxxKWS9pSLhotGhqGJo2bf0to5ZkakPMd6y9e4Vj+9JUyfQA2NVRr0ciDSxPTeARaQitPejpMF+xFva5G0WjR0DBsVne31OZvaQDaN1wElgisZGmAUWipEw5W5uL4DK21lfi8K9/OtKVROlo0NAyZotFaW6iloWdrhWIJbWsersDOhioGxqf1EqUrcGliOq94BhjXuAhc0pZG0WjR0DAcS+LzCI3V+dUD1Fb5qKrw6tlaEQxOThMOBgj4vCvu29lg9PkajunY0XJcmpjJO4mjwuuhJRTgor52i0aLhoahySQtocCKhX0WIkJ7XaVOuy2Ci+Mzec+KrT5gA+PaRbUcw5MzeVvJYATMtZVcPFo0NAzHZmgu4EsHRk78Rf3FK5jBiQJEwwza6mD40iSSRmFfcx5BcIuO+kptJZeAFg0NQ5MztBbwpQNd4FcsFwvxv5v7Dek29EtipYvnkzll0RKqZGRSu/yKRYuGhqHJZEHmPegCv2KIJ9PEZtK05el/DwV8VPu9DE7oG9xSWLVChVgazaEAsWSa6VTGqWGta7RobHBmZjNMTM/Smme6rYUu8CscyzLryKPdBRixo7baSm1pLMPwZOGiYVklIzrBoCi0aGxw5sz7Ai0NXeBXMFbwta0Aq66lNqBXSVyGkZhZY1SgpQFGLE9TOFo0NjhDBRb2WegCv8IppN2FRVutzlJbjpG4kS7ekGe6OMxNkHQqc3Fo0djgWC1ECo5p6AK/gslZdQUIdGtdJcOxGYylZTQLGZ5MEg7mny4Oc+d/WFtwRaFFY4NjmeiFioYu8CuckViSUKWPyoqVC/ss2mormc0oRhMpB0e2dhmJJwuKZwA0VvvxeUTH44pEi8YGZ2gySYVXaKiuKOh9usCvcIZjMwX53mEu/qHjGoszPFm4aHg8QjgYyAXRNYWhRWODMzw5Q0uoEpH8zXuLtrpK7Z4qgJFY4Tc4XauxPCPxZMFCDEYwXMc0ikOLxgZnKDZTcBDcokV/8QrCEI3C3IA5S0PXalxBJquIFuGeAn3tloIWjQ3O0GSS1gJvZBYttZWMxJI6SJsnw7HCZ8XNoQAi2j21GNFEkqwqrEbDoqU2oOs0ikSLxgZneLI0SyOZzjI5k7Z5VOuPRDLNVIE9ksDoyhoOBhjSsaMrKKaFiEVzqJJoQnc0KAYtGhuYmdkMkzPpor50MDfDG9FFUiti3eCag4Wf69baAEP6HF+B5V4q1j2lFER1VlrBaNHYwFhfmKYibmQwr7JWZ6GsyHARNRoWusBvceaEuHD3qr52i6esoiEid4vICRE5LSIfW2a/nxIRJSIH3Rzfemc0bopGTf7VtPOxKmt1vvvKjJQwK27V/acWpZRz2qJbiRRN2URDRLzAZ4E3AXuAd4nInkX2CwG/DDzt7gjXP5GE8aVrChYpGrV6tpYvlguvGPdUW20lY1OzzMzqrqzzGYklCQV8VPnzL5a0aDGz0nQwvHDKaWncAJxWSvUqpVLA14B7F9nv94BPAXpKYDNzlkZx7qlQwEfA59GztTywltQtpEeShVWrocX5coqpe7GwxFun3RZOOUVjE9A/7/kFc1sOETkAdCmlvrPcB4nIh0XkkIgcGhkZsX+k65RoiZaGiOjUxTwZiRXeI8lCV4UvTimi4fd5aKiu0BOeIli1gXAR8QB/CvzqSvsqpb6glDqolDrY3Nzs/ODWCdF4Cr/XQzDgK/ozWkKVeraWB8Ml3OCsjsJaNC5nODZT9DkF89rV1lvBlFM0BoCuec87zW0WIeAa4BEROQfcBNyng+H2EU2kaAr6i2ohYtEc1JW1+WCHKyWiz/NlROIpwkVm/oFuJVIs5RSNZ4EeEdkqIn7gncB91otKqQmlVFgptUUptQV4CrhHKXWoPMNdf0TjyaJdUxbaPZUfxfZIAqirqqDCq7uyzmdmNkM8mS7R0tDXbjGUTTSUUmngI8ADwCvA15VSR0XkkyJyT7nGtZGIJlI0FhkEt2gJBZiY1pk9y1FKjyQwurI21QS0pTEPq8aosch0cTBiebrlfOEU78y2AaXU/cD9C7Z9fIl973BjTBuJaDzFjuZgSZ+Rq9WIJelqrLZjWOuOUnokWTSHAtrSmEepNUZgFLVOz2aYSqWp9pf1VrimWLWBcI3zRBPJkmZqMH+9ZX1DW4pSeiRZhIN+7UqZx1yNUfHn1BKcaFxbG4WgRWODMpVKMzObLelLB/P7T+kb2lKU0iPJojkUIKItjRx2WBpWEF2f18LQorFBsWZXdgTCQTctXI5SeiRZhIMBIvEU2axuQw+l1xjNf6+2NApDi8YGxZpdlTJTM94fwCPaPbUc1rkOh4o/182hAJmsYnx61q5hrWnsqDGyXLOWAGnyQ4vGBmW0xA63Fl6P0BTUqYvLEY2nqPZ7Swq2Wq4UfZ4N7Kgxstrn6PbohaFFY4MStcEnbKGXzlyeaNy+hAPtfzewo8aoyu+lxu/V7qkC0aKxQSm1w+18DNHQMY2lMGbFpVl02tK4HDtqjMCwtKNaiAtCi8YGZTSeoqqiNJeJRTgYIBLTs7WliMZThLWlYSt2nFMwJk3aPVUYWjQ2KMZMrfQvHcylg+rMnsWJJkp3pdRW+vD7PNrSMLHjnILhno1o91RBaNHYoEQTKcI2fOnAsDTSWcWEzuy5AqUUoza4UkSE5qCuCoe5GiNb3FM12j1VKFo0NihGILH0Lx3MK/DTX74rmJxJM5tRtgh0WDfYA+yrMbI+YzSRQiltJeeLFo0NSjRun3sqrFt3L4k1i7XjBtesW4kA9tUYgREIT2cVk9Ppkj9ro6BFYwNiuUzsuJGBtjSWI1cPY4MrxYgdaf+7XTVGQM4CjOgCv7zRorEBiSXTpDJZwjbcyED3n1oO6yZvh1UXDgYYTSTJbPCEAztrjBp108KC0aKxARm18UYGZmaP16MtjUWwWlSUssKcRXMoQFax4deAsLPGKFcVrq/dvMlLNETkVhGpMX9/r4j8qYhsdnZoGqewo9nbfETEcJ3oWo0riNpsaYC26OytMbLcU/razZd8LY2/BqZEZB/wq8AZ4CuOjUrjKJbLxI7Zr0U46NeWxiKMJlK5GotS0QV+BlEb43ENppiPavdU3uR7JaeVkZN2L/CXSqnPAiHnhqVxklEblspcSLNOB12UiI2pzdrSMIgmUrbEMwAqvB7qqyt0p9sCyFc0YiLyW8B7ge+IiAeocG5YGiex/Ld2ioax3oP+4i0kGrfvBpdzpWzw82xnjREY3wMdCM+ffEXjHUAS+JBSahDoBP6vY6PSOEokniIY8FFZ4bXtM5tDRmXtRs/sWYidqc3BgI+Az6NFw0YhBgjX6AlPIeQrGr+ilPpTpdTjAEqpPuBq54alcRI7b2QW4aCR2TM2pWds8zF6JNkzKxaR3Ap+G5VcWxYbr1/dtLAw8hWNNyyy7U12DkTjHtFE0taZGuhajcXIZM0iSjtnxRt8rXC7a4zAFI0NfE4LZdmcNRH5eeAXgG0i8vK8l0LAk04OTOMc0XiKzoZqWz8z10pEf/lyjE+lyCp7itAswjV+Lk5s3LVL7Ow7ZdFUE2B8epZ0JovPq0vXVmKlM/SPwFuA+8yf1uN6pdR7Sj24iNwtIidE5LSIfGyR1z8qIsdE5GUReUjXhtiDnR1uLbSlcSV2truw2OgJB6MJ+5M4moJ+lIKxKd2lOR+WFQ2l1IRS6pxS6l3ABWAWUEBQRLpLObCIeIHPYri59gDvEpE9C3Z7ATiolLoW+AbwR6UcUwPZrL19pyx0Zs+VRByYFYdDRlfWjbp2iRM1RnNrhetrNx/yrQj/CDAEPAh8x3x8u8Rj3wCcVkr1KqVSwNcw6kByKKV+oJSaMp8+hZG1pSmByZlZMllly1oE8zGysfQiQfPJVd7beK7DwQCZrNqwCQd2VthbWKKu027zI986/P8B7FJKRW089iagf97zC8CNy+z/IeA/F3tBRD4MfBigu7skA2jdMzdTs9fSyLUS0V+8HHPuKXvrYcCedcfXIk64p7SVXBj5Rn36gQknB7IcIvJe4CBL1IYopb6glDqolDrY3Nzs7uDWGE4U9lmEg7oqfD6ReAoRaKi2f1a8UdcuicRThGyuMZprWrh6JzwzsxkeOTHMS/3jZV8wKl9Loxd4RES+g1HkB4BS6k9LOPYA0DXveae57TJE5E7gt4HXKKU25jfFRuxc32EhzcEAfaNTK++4QYjGkzRW+/F6xLbPbA5u7LVLojbXaADUVVXg9ciq7R58Pprg3V98moHxaQDesKeVv3z3dQR89glnIeRrafRhxDP8GOm21qMUngV6RGSriPiBd2JkaeUQkeuAzwP3KKWGSzyehrlunna7p0AvR7oQO1dHtJhLbV6dNzinGXWgxsjjERqq/asyED4zm+F9f/sMiVSav3nfQX79jbt48NgQv/GNl1d+s0PkZWkopX4XQESq5wWmS0IplTYD7A8AXuBvlVJHReSTwCGl1H0Y7qgg8C8iAtCnlLrHjuNvVKxung0OuKeagwFGp1I6393EiSy1uqoKfB7ZsP73aDxFV6O9NUZgTKJWoxB/8bFezken+IefuZFbd4S5c08rs5ksf/b9U/zY3nbuurrN9THlmz11s4gcA46bz/eJyF+VenCl1P1KqZ1Kqe1KqT8wt33cFAyUUncqpVqVUvvNhxaMEokmktRVVVDhwE09HAqg9CJBOSI2thCx8HhkQ1cwR2zuO2WxGs9pPJnmc4+e4e6r27h1Rzi3/b+/dge7WkP8n/tfIZ3Juj6ufO8cfwa8EYgCKKVeAl7t1KA0zhGN2z/7tbD87cPaRQXY31jPoqlmY2apZc1UYyeu36aawKrrP/XvLwyQSGX4b6/Zdtn2Cq+Hj961k3PRKe576aLr48p7uqmU6l+wKWPzWDQu4ETfKYvmkE5dtJjNZJmYnnUk4WCj9p+amDZqjJw4p4alsbpE4x+e7uPqjlr2d9Vf8dpde1q5qi3E5x/tdT2bKu+UWxG5BVAiUiEivwa84uC4NA5hzH6dye9vDlYCupUIwJgDNRoW4aB/Q6bc2r1M8XyaavzEk2lmZlfHXPjMSJxXLk3ytus7MeO5lyEifOCWLZwYinHo/JirY8tXNH4O+O8YBXkDwH7zuWaN4UTKokU4Z2msrhlbOXCqiBIMN2AkkSp7vr7b5JoVOmJpGJ+5WuJx3zs6BLBsoPuh+VpYAAAgAElEQVSe/R2EKn38w1Pn3RoWkH/2VAQouUGhprxY7SfCDrmnqv0+avxebWkwNyu2u10LGGm3qXSWWDJNbeXGWUAz6qD1Zrlso/EUHfVVtn9+oTxwdJC9m+rYtMxYqv0+7tnXwb89P0AimaYmkG/ZXWksa2mIyG+YPz8jIn+x8OHKCDW2MTaVQilnqsEtVqO/XSnFp757nBv+4Pv83FefcyVLxokWIhYbtSrc+r85kz1l1r+sglqNsUSKly6Mc+fu1hX3vXf/JqZnM3z/lSEXRmawknvKilscAp5b5KFZQ1jmfTjkXM+i5lXYSuRvf3iOv37kDLvaQjx8Yphf+fpLjrt2cu4phyyN+cfYKFiWhhM1RpYQja6Cc/pUbxSl4LaephX3Pbi5gY66Sr71ontZVMvaM0qp/zB/ftmd4WicZG6m5qBohAKcHo479vmFEokn+dR3j3Pn7ha++L6D/O0Pz/F73z7GQ68Mc+eelWdyxRKNJ/F5hNoq+10GG3XBq2g8RX21MzVGuU63q8DS+OGZCDV+L9d2Xpk1tRCPR3jL/g6+9PhZxhIpRwT1imPms5OIPCgi9fOeN4jIA84NS+METrYQsQgHA6uqL9I/Pd1HKp3lt968GxHhfTdvpruxmi89cdbR40biSZqC/kUzX0rFSjhYbcVoThNNJB1zrQYDPvw+z6pIu33yTJQbtjbmLY737ttEOqu4/8glh0dmkK9kNyulxq0nSqkxoMWZIWmcImdpONhSuzkUYHxqllTa/UrVhWSyin94uo/be8Jsbw4CRmHU267v5Ee9US6MOddcMRpP2bpQ0Hwaq/2IwMgquMG5STSecsTdB0YKa7im/K1EIvEkvSMJbty2smvKYnd7iJ6WoGsuqnxFIzN/pT5z2dWNle+3DojGU3g9Qn2Vcxk3c+s9lH8W/Nz5MQYnZ3j7wa7Ltv/EdZsAHP2SRRxc78Ln9dBQ7V8V7qnZTJZvPHeBP/ruccfHE3Wgl9d8GoP+3Hod5eJ5s+bi+s0Neb9HRHjz3naePTfqSjwxX9H4beAJEfmqiPw98BjwW84NS+MElnnvsbFV90JW01rhDx4bpMIr3LHr8jVWuhqr2ddVz8PHnWucHIklHUtthtVT4PeJ+47ya//yEn/1yBnu/rPHHf2/R+POuadgdbQSeb5vHJ9H2LuprqD3vWlvG0rB944NOjSyOfISDaXUd4EDwD9jLMt6vVJKxzTWGE41e5vPalkFTSnFg8eGuHl7mNAitQyv7gnzYv84kzOzjhw7mkg6mqUWDpY/tfnJ0xH+4ek+/uutW/n2L97G+FSKP37ghCPHSmeyjE/POupaXQ2tRJ7vG+PqjtqCF5na1Rpia7iG7x4ps2iIyFXmzwNAN3DRfHSb2zQlEoknefnCONms896+SDzpmJ/dYrVYGv2j05yLTvH6qxYPvd22I0wmq/jRGTtXMDZIpDLMzGYdFehwsPyz4s891ktbbSW/cfcurtlUxwdu2cLXn+unL2p/rGhsahalnE3iaKoxXH7lqrRPZ7IcvjDBdd35u6YsRISff8127r7G+VbpK+UDfhRj7e0/WeQ1BbzO9hFtIL714gC/9W+HmUpl2N1ey9c+fBN1DsYbovEU3d32r0Uwn9VSQ/BUryEGt2xfPKB4XXcDNX4vT5yK8Eab1ySwEg6cFOhwMFBW91T/6BSPnxrhl17Xk5sVf/C2rfzNE2f55gsD/PKdPbYeL+rA2uALaQoGSKazTKUyrlVXz+fMSILp2Qz7ugpzTVm8/VVdK+9kAyu5px40f35IKfXaBQ8tGCVwejjOb/7ry+xur+X33noNp4Zi/MY3XnL0mNF40tEaDYDKCi+hSl/ZLY2nzkZpqvGzoyW46Ot+n4fruht4vs/+Zm+WYDoZtG0K+kmkMkynytNg79+eN1Zmfse8G9Wm+ipu2tbIN1+4YPtsfdTBvlMW81uJlIMjAxMAXNNRnGi4xUqiYQW7v+H0QDYav/+dY1RWePnr9xzgp2/azEfv2skDR4d4zqGOldOpDIlUxtEbmUXzKqjVeLp3lBu3NS5bJ3Fddz3HB2NMpdK2HjvigqXRXOYCv4ePD3FdV/0VfZreun8T56JTvHIpZuvx3KoxMo5VnnN65OIElRUetjUvPtFZLawkGqMi8j1gm4jct/DhxgDXIycGYzxyYoQP3bqVllqjnfj7b95CXVUFX3ys15FjWua9k186i3KvFX5pYpqB8Wlu2NK47H4HuhvIZBUvX5iw9fi5di1OuqfMAr9yiPNILMlLFyZ47a4r40V3mNueOD1i6zEtl5+T7qnGMlsaRwcm2dNei9fB7EY7WEk03gx8HBjBiGssfGiK4O+ePEdlhYf33rQ5t60m4OPdN3bzwLFBR264btzILJrLnNlz2BSBvSu0YbAWt7HbRRVx4QaXq4cpww3usZOGILx2kSSDtrpKelqCPH4qYusxRxMpPAL11c66/IxjuX/tZrOKoxcnuKbAVNtysJJofEkp9RTwRaXUowsfbgxwvZFKZ7n/8CXedE37FX1i7tnX4Viu9dwCNi6IRpktjSMDE3gE9rTXLrtfQ42freEaXuofX3a/QonGjXXY/T77eyRZlLP/1JNnojTW+Jc8v7f1hHnm7KitCxpF4ikaa/yOzsKteEk5kjgujE2TSGVWvGZXAytd1deLSAfwHrPfVOP8hxsDXG88fmqEielZ3rKv/YrXrmoLsaWp2pFc61xw1oWGZs2hALGZ8q2Cdnhggp6WEFX+lXPd93TUcuzSpK3HjzhcuQzlbY/+3PlRrt/csGSR6K3bwyTTWVvdfk4X9gFU+b3U+L1lsd5ODBkxoJ1tIdePXSgricbngIeAq7iyLfohZ4e2PvnO4UvUVVVw247mK14TEe6+pp0nz0SJ2Vx0FnUho8einAV+SikOD0zmbebvaa+lf3SaiWn7zrdRDe6sRRfwGVlqbp/jkViSc9EpDi7T5uK6bvvdfqMJ55Ypnk9j0F+WFjgnTdHoWSLbbzWxrGgopf5CKbUb+Ful1Dal1NZ5j20ujXHdkM0qHj0xwmt3NS/punh1j1F09uy5UVuPHYknqfZ7qfY7n39uFfiVw8wfmkwSiSfZuyk/M39Ph7HfKzZaG9FEKheodhIjduTuObay+w5uWVo0moIBNjdV84KNouF03ymLpppAWZZ8PTkUY1N91aLdC1Yb+bYR+XkRuU1EPgggImER2VrqwUXkbhE5ISKnReRji7weEJF/Nl9/WkS2lHrMcnJ4YIJoIpXLMFmMA5sb8Ps8PHna3krlqNmq2w0sf3s54hqHB6wgeH6WxtWmaBy9aJ9oRFyoh4HytBJ5oW8Mv9ezoiV3oLuB5/vGbavXMM6pO1ZyOSY7JwZj7Gxd/VYG5L+exv8GfpO5ug0/8PelHFhEvMBngTcBe4B3icieBbt9CBhTSu0APg18qpRjlptHTowgAq/eeaVryqKywsv13Q08aXN7i6hL5j2Ut5XI4VwQPD/RaAlVEg4GOGaTaMxmsoxPzbqSpRYOud/p9vDABLvbQwR8y8eLDnTXMxJLMjA+XfIxk+kMsZm0K0kcTTUB19cpmc1k6R1JrIl4BuTf5fYngHuABIBS6iJQ6l94A3BaKdWrlEphNEK8d8E+9wLWqoHfAF4vTqxq4xI/6o1wTUfdigG9m7c3cezSJBNTNvrZHVzfYSFzWSjui8aRgQl2tATzCoJb7GoLcnrYnmK0MQfXBl9I2GX3lFKKIwMTXJ1HvMjaxw4xtiYfLQ42gLQw2qOnXO0/dT6aIJXJsqt1fYlGShlnUQGISI0Nx94E9M97fsHctug+Sqk0MAHkvzrJKmI2k+Wl/om8+uRb+7x0wb5U0Gg86UphHxgtOuqrK1y3NIwgeOG57j0tIU4Nx225UYzE3SuibKoJMDHt3oJX/aPTTM6k82pzcVVbCBFsqQwftkSj1g1Lw086q5ictrdLwHKcGDSWR965zkTj6yLyeaBeRH4W+D7wReeGVRgi8mEROSQih0ZG7K1EtYvjl2JMz2byEo1rO+sQgRf67BGNbFYZ2ScuiQaUx98+EksyEksW3LtnR0uQqVSGixMzJY/BzSJKK9juVuA2Fy/KQ5Sr/T62NNXYkmAwPGlZGpUlf9ZKlKOVyImhGB5hyT5pq418A+F/jOEe+ldgF/BxpdRnSjz2ADC/LWOnuW3RfUTEB9QBVzj7lVJfUEodVEodbG5eOl5QTqz0wwN5iEaosoKdLSFe6Lcn+2RyZpZ0VrkW0wCz/5TLlsapYWPGtqtA37A1wzs1VPqs2BJKN/zvbhf4Hb04gc8j7GzL7+a2uz1kSw3MSMwQczfcU9bEys1ajZODMbY01RS8hka5KKRk9WXgUeARwI52rM8CPSKyVUT8wDuBhf2s7gPeb/7+NuBhVa5m9yXy3Pkx2mor6ajLb7Z0XXc9L9iUfWLdvJ1cFGgh4ZD7TQtPm6JR6IzNyo233l8K7tbDmAkHLp3nE4MxtjXXrBgEt9jdVkvf6FTJNUdDk0k84o4Qz/Wfcu/aPTkUWzOuKcg/e+rtwDPAfwHeDjwtIm8r5cBmjOIjwAPAK8DXlVJHReSTInKPuduXgCYROY2xtscVablrhef7xrh+c8OyXVfns6+rnonpWS6MlZ59MmSa960uikZrKMDwpLsL2pwejhOq9BU8I22o8RMO+jk1VLpoROJJ/D4PIRfWY8h1unXJojs5HKOngJvbbrMlxonB0iy44dgM4WDAlUZ+c2vcu2NpzMxmOBdNrJl0W1h5ESaL3wZepZQaBhCRZoy4Rkkt05VS9wP3L9j28Xm/z2AI1ZpmaHKGC2PTfOCWLXm/x/rCHb04SVdjaQsnDU2a5n2t8z5hi9baSqZnM8SSaWpdKlg6NRxjR0swb2Gez46WIKdsyKAampyhtTZQ1BgKJddKxAVXylQqTf/oNG87kP9CP7vnFU4eXKHj8HIMx5KuBMEBGqrddU/1jU6RVbB9jcQzIH/3lMcSDJNoAe/d8DxvVtHmEwS32NUawiPY4hMedjFl0cL6kg9Plh5czpfTwwl2FLkWgV0ZVEOTSVpdCNiC0Rm5qsLriivFct0VMiPuqKukttLHsRIzqIYnk64EwcHI/KurqnCtlUjvSAKAbeH1JxrfFZEHROQDIvIB4DsssBA0S/N83xh+n4erC8jqqfJ72dYctCX7ZGhyhmDA5+oSlq2mVWO5xpxmfCpFJJ6kp0gzv6c1SGwmXfJ4h2Izub/dDdwq8Dtpuu4KcU+JCLvba0u+hodjSVcnPE01ftcsjd6IcV63hJ1dhtlOlhUNEdkhIrcqpX4d+Dxwrfn4EfAFF8a3Lnju/BjXbqoruFX27vZa24qj3DLvLdrMG+egDWms+VBsENzCel+pLqqRSXfPtVsFfqeGYvi9HrY0FXZz291ey4nBGJlscRZcOpMlmnBZNFxsWnh2JEFLKLAmek5ZrHQX+zNgEkAp9W9KqY8qpT4KfNN8TbMCyXSGIwOTBbmmLPa01zIwXnoH1qHJGVe/dDDnnhqKuSwazcVlofS0WGm3xQfDE8k0sWTaNVcKuFcPc3LIyJzyeQub+Oxpr2V6NsP5aKKo40YTKZSCZhetN6OViDuWxtlIgq1hO2ql3WOlK6BVKXV44UZz2xZHRrTOODIwSSqT5bruwkVjd7txI7PDvHfTZQJGcVeo0pcrzHKa08NxKis8bGqoWnnnRQgH/TRUV5RkaVixo1ZXLQ333FPFpIVaNTMni6yBySVxuG5puCca25rXl2gst15mcd/ODYYVBD+wefmlRxfDattdiotKKWVm9LgrGmDENdxyT50ajrMtHCw6LVNE2NES5MxIcTNimLvBuRrTCBqtvIt1/+RDIplmYHy6qLRQK8ZktcooFGvS4eY5bQoGGJtKkc44255lYmqWaCK17iyNQ2bbkMsQkZ/BWIhJswLP943R1VhVlMvC6MDqL8nSmJxJk0xnXXdPgRHXcNM9VWobhm3hIL0jxbun5kTD3ZhGVsHYlHMzY6vSvpAguEW130dXYxUni7TgypH51xwKoJTz7VmsIPjWNZQ5BSuLxv8APigij4jIn5iPRzFalv+y88Nb2yilOHR+jOuLcE1Z7G4vbTnS4TLUaFi01AZccU9NpYyZcKmrnm1vqSESTxXdXTjXjdVlSwOcbSViuZaKrVre1RoqukXLsDnpcKtDM8wVTQ47XDR5NmKm264n95RSakgpdQvwu8A58/G7SqmblVL2L2S9zrgwNs1ILFlUENxiT0ctp4bizBZpKg9Nuj9Ts2itrWQ4NkPWQdcJwJlh48tXqqWx3azxOBMpztoYmpyhqsLrSjW4RW5p3ZiDlsZQDL/PQ3eRRaY9rSF6RxJFdeMdjhlrgxeaeVgKbq0HczaSwOsRuhrWTrot5N+w8AdKqc+Yj4edHtR6wWpSWEwQ3GJ3Wy0pc5GWYrBmamWJaYQCzGYUow66TgBOjxiz2JLdU5ZoFNmDashMt3VzyZcmFyyN3pEE28I1RceLdrYGSWcV54rIoDIK+1zO/HNJNHpHEnQ1VLkqiHawtka7xnj+/BjVfi9XlbAil5V9cnywOBdVOS2NtjqrwM/ZuMbp4Thej7C5qTQzv6uhigqvFB0MH5qcca0a3KLZDdEoMcPHcmsVk0E1EpvJzfzdImdpOJyV1rsG021Bi8ZlxGZmSSTtW3zl+b5x9nXWF5zbPp/tzUF8Him66dtwzP1qcAvLt+90XOPUUJwtTdUlz9h8Xg9bmmqKDoa72SPJorbKh9/ncWxWPJvJ0jc6VVKbi+3NQTxitAAvlHKki1dWeAlV+hy1NLJZxblIYs0FwUGLRo7+0Sn2/e73+I+XLtryeVOpNMcuFVfUNx+/z8O25priRaMM5r2F9WUfdNrSGCk9c8piW3MNZ4oUjXKkNosIrbUBx6y5vtEpMllV0oy4ssLL5qaaXCuSfMlmldHNoAzXb3PI2fVghmIzTM9m1lwQHLRo5OhsqKKxxs8zZ0dt+byX+ifIZFVR9RkL2dVWy/ESLA23Z78WluvESfdUKp3lfHTKNtHY3hzkfHSq4MSDeDLNVCrjarqtRWuo0rEeX2dH7Mnw2dkaLDjtNppIkc6qssTjnF5ELHdetXtq7SIi3LC1kadtEo1cELyrNEsDjPWWB8ani1rMZsjFDqEL8fs8hIN+R5sWnosmyGRVrg1IqWxvNoK2/aNTBb2vHIV9Fq0O1sNYtQSldmHd2RriXCTBzGwm7/dcHDfWkumod7+OuNnhRcTOmOm2W7Wlsba5YUsjA+PTXBgr7IaxGM+fH2N7cw0NNaWv4LaryECiUorh2ExZZr8WLaFKR9ujl9qocCHWjLrQYLglGm4HbcEUDYcq789GEjTV+KmrLq2hXk9riKyioCzAAVM0NpVLNBy2NKoqvK4nTtiBFo153LC1CYBnz5VmbSileL5vjAMlpNrOZy6DqjDRmJxJMzObLZulAUZ1tJMxDUs07PIN59JuC4xrlKPdhUVrbYBEKkPcxiQOizMj9vRGsiY+hfT2ulhm0TBcjvafU4CzkThbwzV4XFiN0G60aMxjV1uI2kofT/eWJhpnIwnGpmZLDoJbdDZUEQz4Cg6Gz63YVz5Lo7W20tGYxunhOJ0NVVT77ckOq6uqoDkUKDiDqtzuqfljsJPeEXvSQreGawrOAhwYn6bG76W2qgyZf+ZEyylr42wksSZdU6BF4zK8HuFVWxpLDoY/l2tSaI9oiAg7W4MFWxrlNO8t2uuqiMRTBfmyC+GUDT2nFrItXFOEeypJjd9LsCypzc4kHEzOzBKJJ3PWVyn4fR62hAvLoLo4Pk1HfZWrxZIWTlaFp9JZ+sem12QQHLRoXMGN2xrpjSRyldTF8HzfOKFKX9FLjy7GrjZjMZtCliMdGDNFo8h24XZgHduJbreZrKJ3JG7reQZjveZC3VMD41NlCdjC3IJXdtfDWBk+dhWg7WoNFeieminbObUy/5wQDTvSmMuJFo0FWHGNUqyNQ+dGOdDdYKu/8qq2EBPTswVlIg2MT+PzSFljGh31xrEt/7SdDIxNk0xni17idSm2NwcZn5otqMvpwPh02cS5xaF6GKuh3nab3Cg9rUH6RqeYTuVndVqWRjlwsircOq9aNNYJV3fUEgz4ePJMtKj3R+JJTg3HuXFbo63jKqadyMXxadrrK4vuGWQHnfVGM7YLDoiGNWu13T2Vy6DK39oYGJsumxswGPARDPhsd0/1jsTxCHQ32mdpKDWXvLAcM7MZookUHXXlmfA01vjxiDOWxlmb0pjLhRaNBVR4Pdy0rZEnTkWKer9lody0rcnOYeX6VxUUSBybpqOuvGtltdYFEHHG0ih1idel2FFg48KpVJqxqdmyugGdaEPfG0nQ1Vh6exaLngJSx/vMOpnuAtcktwuvR2hyqMDPrjTmcqFFYxFu72mmb3SqqHWNn+qNUu33sndTna1jqq/201obKDj7pJw3MoCAz0tzMOCYaDSHArZ/+Trqjc6jvZH8/v+52FEZEw6MqnC7LY2ErcHaLU3V+L2evETjfNQQjVKbUJaCU1XhZ2zKSCsXZRENEWkUkQdF5JT584o0IxHZLyI/EpGjIvKyiLzDrfHd1hMG4PEirI2ne0e5fnMDFSU0KVyKQtqJzGayDE3O0FnGG5nFpoaqXCaXnZwatj8IDsYsc1u4Ji83Csy53jrLKNBtdfZWhSuljLRQG10oPq/RRy0/0TAEe0uZLA0wrDenYhpaNArnY8BDSqke4CHz+UKmgPcppa4G7gb+TERKb+SUB9vCNXTUVRbsohpNpDgxFLPdNWVxVVuI0yPxvNYuHpyYIavKmzll0VFfxcVxe2fBSinOOJBua7GjJZh3ps+cpVHeG9zQZLKg7LrlGJw0GurZXUuwszWUV9rtuWiCuqoK6qtL76hQLM1B+11+sZlZRmLJNVujAeUTjXuBL5u/fxl468IdlFInlVKnzN8vAsNAsxuDExFu6wnz5JlIQYvLP3PWCJ7fZHMQ3GJXa4hUOpvXYjaWT3g1rArWWW9YGnbd0MBomR1Lpm3PnLLY2Rqif3Q6r4rggfFpKrxStm7CYLinUuks40UuVbsQK912u80z4p2tQQbGp1esXj8fnSqrlQFGBlUknrR15cncEq/a0iiYVqXUJfP3QaB1uZ1F5AbAD5xZ4vUPi8ghETk0MjJiywBv72lmcibNywMTeb/nqd5Rqiq87N3kjEFUSDsR6+Lcsgouzo76KlLpLJG4fSv4nRqyguDOicb84yzH+WiCzobqsraEyFWF2+SicqqhXr4LMp2LJuguYzwDjHOaziqiBaRer8TcuuBrM3MKHBQNEfm+iBxZ5HHv/P2UMf1cUspFpB34KvBBpdSi036l1BeUUgeVUgebm+0xRm7dEUYEHjuZvwj98HSE6zc3OLZ8446WIN48WzGciyQI+Dy5wq9yYuXa2xkMP+1Quq3FTtOCycf/fjZS/llxa64q3B53itVQz+7rZ09HLQBHLy6dOp5KZxkYmy77OW03033tLEw9M5JABDaX+W8rBcdEQyl1p1LqmkUe3wKGTDGwRGF4sc8QkVrgO8BvK6Wecmqsi9FY4+dAdwMPHhvKa//+0SlODce5Y5dzHrTKCi9bmqrzsjTORafY0rQ6GqJtckI0RuLUVvoc6yq7uakGv2/lTB+lFOejibJbdHb3n+o1G+rZ3cJjU30VDdUVHL4wvuQ+56IJsqr8xW/tZrr6pQn7rtuzkQSdDVUEfF7bPtNtyuWeug94v/n7+4FvLdxBRPzAN4GvKKW+4eLYcrzx6laOXpzMa22FH5wwdO91V7U4OqarzHYiK3Eumlg1sxlLNOzMoDo1ZATBnepL5PUIO5qDnFjBPTUcSzKVypT9BpfrP2XTrPhsieuCL4WIsLeznsMDS1sa1qTIcseWC2uN+0s2Whq9I/E1W9RnUS7R+EPgDSJyCrjTfI6IHBSRvzH3eTvwauADIvKi+djv5iDv2tMGwANHB1fc96FXhtkarnHcV7mrLUTf6NSya5lnsoq+6FTZb2QWtVVGxbKdonHGxiVel2J3ey3HlnGjwLzYUZn97wGfl3DQz0UbbnDJdIb+0SnHgrV7N9Vyaii2ZBPLE4OThmg7/P9diaYaPxVesU005tKYV8f3sljKIhpKqahS6vVKqR7TjTVqbj+klPoZ8/e/V0pVKKX2z3u86OY4t4RruLqjlvtWWDd8LJHih6cj3LVn2Xi+LexuN3zCr1xa+mZ2cXyaVCZbdpeJhYjQUV9pm3tqLJEiEk85flO5uqOWSDy57CJS51ZRH6FN9VW2LCDWPzpFVjkXrN27qZ50VnFsiWv4xGCMbeGasrtwPB6htbaSQZvcU0OThlVqVy+vcqErwlfgJw908vKFCU4t49u+/8gl0lnFPfs7HB/Pvk6j0vzF/qV9wlZR2vZVlKHRUW9fgd9psyeUXUu8LsXVeQRtz0YT+L2esjXWm49dRZS9Nne3XciBbiO78HlzCYGFHB+Mld01ZdFRV2WbpWEtnWtnwWQ50KKxAvfs68DrEb5+qH/Jff79hQF2tATZY1oBTtJSW0lHXSUvXVg6FfgVs6nhVe2r44sHxizYKoIrFSums9PhG8tcps/S5/rkYIxtzTVlbQppYZ3jUutheh1ev7qltpItTdU8vUgn6XgyzYWx6VyvtXLTVldpW/dgS4ydiBW5iRaNFWgOBbj7mja+9kw/sZkrC6eODEzw7Lkx3n6w07XFYvZ11fPSMpbGK5dibKqvorZy9TRE62yoZmxq1pYlSU8OxQgGfI53QA1VVrC5qXpZS+OVS7Gcy7DcdDZUk7ShHubsSIJwMODo9XPD1kaePTd6ReGcZX3s7XSl+cOKtNdVcmlixpbC1F6H0pjdRotGHvzs7duIJdP849N9V7z2pSfOUuP38o5Xdbs2nn1d9fSNTi253sPxS5PsXkVWBnkqhWIAABS5SURBVMz1ECqmCeRCjg/G2NnqXObUfPZuqltSoMcSKQYnZ1bNubYrS603Ene8YvmGrU2MT81yckGrlmfOjuL1iG1LJZdKW51RaV/I2ipLcTYSZ8saXRd8Plo08mB/Vz2v2dnMXz58+rIV/V7sH+ffXxzgPTdtpq7KvVn9gW7jC/XsuSvN+5nZDL2RBFe1rY7Zr0V3TjRKC9QqpTg5FGOXS3/f9ZsbuDgxs2gQ30pGWC2WhtVnrNRguFPptvO5ZbvRn+0Hxy8vnn36bJRrzDVtVgNztRqlu6h6XTivbqBFI08+cc/VJNNZfvmfXmRmNkMknuTX/+UlWkIBfvF1O1wdy76uOiorPPxokYWiTg7FyGTVqopnwFyL61JFYySWZHxqll0O9ZxayMHNRh+x5xYJ2h5bpaJRSuxoYnqWSDzleDZYR30V13bW8d156ewzsxle6p/gRocafhaDXVXhqXTW0TRmN9GikSdbwzV86m17eepslDv+7yPc9enH6B+b4tNv30/I5dhBwOfl4ObGRUXDWgRqtZj3FsGAj6YaP32jpbmnTgy5EwS32N0eoqrCu6hoHBmYoCUUIBwsX6PC+dRWVlBbWVo9jJu9ke6+po2X+sdz4/3esSFSmSyv7nGlL2leWKJxqcRgeN9owkxj1qKxofiJ6zr58gdvYG9nHbf3hPnah2/mlh3hsozl5u1NnBiKEVnQ7/+p3lG2NFXnzOrVRHdTdcmWhpU5tavVHdHweT1c113PU72XC7RSih/1RrlhqzMdjYtlU0M1F0qwNHpHrLRQ529uP763A4/A/3viLABfe6aPzoaqnOtqNdAUDODzCJdKjRPl0pjXdrotaNEomFfvbOaL7zvIn7/zOvZ3lS/D4zU7jdnY9+f1xspkFc+cjTq2nkepbG4sXTRODsUIB/00uTi7v2NXM8cHY5fN4M9GEgxNJrlle3kmDUtRamrz2UgCr0fobnS+BU13UzU/daCTrzx1nr9+5AxPnonyjoNdqypQ7M0V+JVmafRG1ke6LWjRWLNc3VHL5qZqvv3ypdy2wwMTTM6kudGh9TxKZXNTDRcnppdsH5EPJ4biufbabvH63Ual/0OvzAn0k6Zr8OZVNCsGY/XAUtYu6R1J0NVQ5Vin5oX8yht20lBdwae+e5wD3fV88Latrhy3EKy021JwI43ZLbRorFFEhB+/tp0nz0RybS6+fqifgM/D63Y5386kGLa3BFGKvBaRWoxsVnFqKOa6aGxvDrItXMN3j8wFbR88NkRHXWXZ23cvpLOhingyzcR0cYsxnRyKscPhSvv5dNRX8civvZa/es8BvvqhG1dN1tR87CjwcyON2S20aKxh3nZ9FyLCnz90itjMLN96YYAfv7aDuurVOZuxeu6cGS5ONC6MTTOVypSlxcRPHtjEk2eiHBmY4GwkwaMnR3j7q7pcK+jMF6tWo5i4Riqd5Wwkwa42d/3uVX4vb97bTs0qFAywLI3SKu3dSGN2i9X5X9LkxdZwDT9902a+8qNzPHN2lOnZDO+/ZXO5h7UkVnDVCrYWipXiWo4WE++7ZQuff6yXT377GHVVFVR4hXff6F5BZ77k0m7Hp7lmU11B7z0bSZDOKtctudVOe10VM7NGgV8xsTS30pjdQlsaa5yP3rWTe/dvYnByhj9/53Vcu0raLyxGtd/HpvoqzhQpGocHxvF5pCx1EbWVFfzOj+3m+fNjPHhsiF9/4y5aQquvHUSnuSZ8MZZGLp1Zi8ZldJlJAf1FJhhY1/taXuJ1PtrSWOPUVlbw6Xe4usxISWxrruHMSHHuqZcvTNDTGqKyojwts9/xqm72dzUwOTPLq7aszmSDhuoKqv3eoqrCTw3F8Hpk3bhR7MLKJOsbnSoqY/KkmSa+Wpowloq2NDSusr05yJmReMH+YaUURwYmuLZAl4vd7GoLrVrBACNBYnNTTW6dj0I4MRhjS1N12dexWG10mi6/fFbwXIzjgzGq/d5cvGmto0VD4yo9rUGmUpmC3ScXxqYZm5plb2d5RWMtsC1ck6vsLgSjp9f6mA3bSU3ARzjoL1o0Tg7F6GkNrar6k1LQoqFxFauR4vE81jmfz+EBY02La7VorMjWcA39Y9Ok0tm83zMzm+H86JSOZyxBZ0M1/UU2gjw5FHOtV5obaNHQuIo1kz0xuPza2wt5+cIEFV7RM+E82BquIZNVBd3kTg/HUUoHwZeiu7GaviIsjUg8SSSeWlfnVYuGxlWCAR/djdW8UqClcWRggl1tIe1vzwNrxb1C4hondebUsnQ1VnFxfIZ0Jn/rDebO63qa7GjR0LjOrrYQxy/lb2kopXj5wjh7N63edOLVhFV5XEhc48RQDL/Xs+oq3FcLmxsN663QWNxJlxtsuoEWDY3r7G4LcTaSYCqV39KvfaNTTM6kdTwjT+qr/TTW+Dk9nH89jLXWuc+rbwmLYaUhF5pgcGIoTn11Bc2h1dE+3w70FaJxnWs768kqll17ez4v9BnLre4tc7rtWqKnJZhzjayEUorDA5Nc3aHP71JYhXmFFqaeGJxkV2to1bWbKYWyiIaINIrIgyJyyvy55IpBIlIrIhdE5C/dHKPGOfaZBVJLrb29kGfOjRIK+FbNCnlrgavaQpwcyq8eZmgySSSeZO8mfX6XoqG6grqqioIsDWNp4vi6imdA+SyNjwEPKaV6gIfM50vxe8BjroxK4wrNoQCb6qt4IV/RODvKwS0NeNdJnrsb7GwLEU+m8/LBW+nMugZmaUSMSvneAroZXJyYIZ5Mr7vkgnKJxr3Al83fvwy8dbGdROR6oBX4nkvj0rjE/q76vCyNSDzJ6eE4N2xdXetWrHaslhX5uKgOD0zgkdWz1vlqZVs4WJClceyitYa8Fg07aFVKWasHDWIIw2WIiAf4E+DXVvowEfmwiBwSkUMjIyP2jlTjCNd113NhbHrFFdGe7jXWPF9ty6qudnrM2W0+RZRHBibY3hyk2q9b0S3HtuYaBicN6yEfLDHe076+LDjHRENEvi8iRxZ53Dt/P2U4XRdzvP4CcL9S6sJKx1JKfUEpdVApdbC5efUsSq9ZGmtJ2ifPRJbd75ETw9RW+tinXScFUVtZQWdDVW62uxTZrOL5vjGu69bpzCthuZnyTTA4MjDBjpYgVf71VVvk2NRCKXXnUq+JyJCItCulLolIOzC8yG43A7eLyC8AQcAvInGl1HLxD80aYU97LQ3VFTxxOsJPHuhcdJ9sVvHIyRFevbNZp4IWwb6uel7sW94FeGYkzvjULAc3a0tuJSyX3/FLMQ50L5m7A1i1RRO8eufqWkPeDsr1TbwPeL/5+/uBby3cQSn1HqVUt1JqC4aL6itaMNYPHo9wy/YwT56OLpnhc+zSJCOxJHfsanF5dOuD67rqGRifZiSWXHKfQ+fHADi4ZfmboMbodhsM+DieRwucuYy09Wchl0s0/hB4g4icAu40nyMiB0Xkb8o0Jo3L3N4TZnByZsl6je8cvoTXI9yxS7sci8FKbX5xmYSDQ+fGaKrxr5tV5ZxERLiqLcQreXQzeLHfEOPVvChasZRFNJRSUaXU65VSPUqpO5VSo+b2Q0qpn1lk/79TSn3E/ZFqnOSuq9vweYRvv3zpiteyWcW3Xhjg9p4w4SKW2NTANR11eD2Su4EtRCnFj85EeNWWxnVVfOYkV7WHOH4ptmL9y6FzY/h9Hq5Zh7Uv2lGsKRuNNX5u3RHm2y9fvOJL+NTZKBcnZviJ6zaVaXRrnyq/l72b6njyTHTR108Px7k4McNrtCWXN7vba4kl0/SPLl//cuj8GPs669Zlg00tGpqy8pMHNnFhbJqHXrk8F+Lzj/bSVOPnrj1tZRrZ+uDVO5t5qX+c8anUFa89csJIT3/NTi0a+WIt9/p83+LWGxhrkxy9OMH16zS5QIuGpqy8eW87XY1VfObhUzlr47nzozx6coQP3b513aUrus1rdobJKnji9JWpzQ8fH6anJUjHOlmG1A12tYao8XuXFY0X+saZzSgObl6fyQVaNDRlpcLr4Zde18NLFyb44++d4Hw0wS/904tsqq/ip2/aXO7hrXn2ddZTW+m7wpIbGJ/mqbNRfuza9jKNbG3i83rY313Pc+eXFo3HT43g8wg3bNOWhkbjCG+7vpP/cn0nn/3BGV7zfx8hEk/y2fccIFRZUe6hrXl8Xg8/vq+D+w9fYmJqNrf9m89fQCn4qSVqZDRLc6C7geODMRJLVIY/dmqEA90N1K7T61eLhqbsiAh/+FPX8rn3HuBX37CTh3/tjpzvWFM6776hm2Q6yzeeN5orJJJpvvrUeW7e1kRXo150qVBu2tZEJqv44SIuv5FYkiMDk+uyqM9Ci4ZmVeD1CHdf084vvr6HTdrHbivXbKr7/9u792CryjKO49+fXA4GpHKJuCgCQgVeEIFgJMssUWqEymZonHDKmaKy7A//oHFiaKaa0qyxGScrM7VpUvIy6jRNiBJOOnGNqwgekSQGOCShMiEpPP2x3iPLw9nnrHNdZ29+n5k9e+13LfZ6nvPucx7Wu9Z+F9PHDOKO5TvYc+gIty/bwf7Xj3Lz7A+UHVpVmnbuIAbW9ebpF06eyGL5tv0ANf2FVBcNs1PAbddeyLHjwUdvXcE9z77MF6afzSU1eqK2q/XtfRqXTRjKUy80cPz4uy8Vf3T9HsYN7c+kEbX3/YxGLhpmp4DRg/uzdOFMFsw8l+/PO58fzLug7JCq2pWThnHgjaPv+g7M7oP/ZfWug3x2yqia/rKk50I2O0VMGnGGb+naSa46//0MGVDH3X/byazx2fmLO1fU07fXaTX/hVQfaZiZtVFd714smDmav24/wIrtDax/5T8sXbub62acU/Pfe/GRhplZO9wwawx/2bqPr96/DgQjzzqdGy8/r+ywupyLhplZO/Sv681vvzSNX67cyZtvHeOmK8Yz+BSYXNNFw8ysnd43sB/f/fTEssPoVj6nYWZmhblomJlZYS4aZmZWmIuGmZkV5qJhZmaFuWiYmVlhLhpmZlaYi4aZmRWmxvsy1wpJB4B/duAthgAn312lOtVKLrWSBziXnsq5wOiIGNraRjVXNDpK0tqImFp2HJ2hVnKplTzAufRUzqU4D0+ZmVlhLhpmZlaYi8bJflV2AJ2oVnKplTzAufRUzqUgn9MwM7PCfKRhZmaFuWiYmVlhLhqJpKskbZdUL2lR2fG0laRdkjZL2iBpbWobJOlJSS+m57PKjrM5ku6R1CBpS66t2diV+Xnqp02SppQX+ckq5LJE0p7UNxskzcmt+07KZbuk2eVE3TxJZ0taIel5SVsl3ZTaq6pvWsij6vpFUj9JqyVtTLl8L7WPkbQqxfygpL6pvS69rk/rz+1wEBFxyj+AXsBLwFigL7ARmFh2XG3MYRcwpEnbrcCitLwI+HHZcVaI/TJgCrCltdiBOcCfAQEzgFVlx18glyXAzc1sOzF91uqAMekz2KvsHHLxDQempOWBwI4Uc1X1TQt5VF2/pJ/tgLTcB1iVftZLgfmp/S7ga2n568BdaXk+8GBHY/CRRmY6UB8ROyPif8ADwNySY+oMc4H70vJ9wLwSY6koIp4BDjZprhT7XOD+yPwdOFPS8O6JtHUVcqlkLvBARByNiJeBerLPYo8QEXsjYn1afgPYBoykyvqmhTwq6bH9kn62h9PLPukRwMeBh1J70z5p7KuHgCskqSMxuGhkRgK7c6//Rcsfqp4ogGWS1kn6SmobFhF70/I+YFg5obVLpdirta9uTEM29+SGCasmlzSscTHZ/2yrtm+a5AFV2C+SeknaADQAT5IdCR2KiLfTJvl438klrX8NGNyR/bto1I5ZETEFuBr4hqTL8isjOz6tyuurqzn25BfAOGAysBe4vdxw2kbSAOBh4NsR8Xp+XTX1TTN5VGW/RMSxiJgMjCI7Avpgd+7fRSOzBzg793pUaqsaEbEnPTcAj5J9mPY3Dg+k54byImyzSrFXXV9FxP70i34c+DUnhjp6fC6S+pD9of19RDySmquub5rLo5r7BSAiDgErgJlkQ4G906p8vO/kktafAbzakf26aGTWAOPTFQh9yU4YPV5yTIVJ6i9pYOMycCWwhSyH69Nm1wOPlRNhu1SK/XFgQbpSZwbwWm6opEdqMq7/GbK+gSyX+ekKlzHAeGB1d8dXSRr7/g2wLSJ+mltVVX1TKY9q7BdJQyWdmZZPBz5Jdo5mBXBt2qxpnzT21bXA0+nosP3KvhqgpzzIrvzYQTY+eEvZ8bQx9rFkV3tsBLY2xk82dvkU8CKwHBhUdqwV4v8D2fDAW2TjsTdUip3s6pE7Uz9tBqaWHX+BXH6XYt2UfomH57a/JeWyHbi67Pib5DKLbOhpE7AhPeZUW9+0kEfV9QtwIfCPFPMWYHFqH0tW2OqBPwJ1qb1fel2f1o/taAyeRsTMzArz8JSZmRXmomFmZoW5aJiZWWEuGmZmVpiLhpmZFeaiYdYKSYNzM6HuazIz6nOduJ95kha3sP4CSfd21v7M2sOX3Jq1gaQlwOGI+EkXvPdzwDUR8e8WtlkOfDkiXuns/ZsV4SMNsw6QdDg9f0zSSkmPSdop6UeSrkv3PtgsaVzabqikhyWtSY9LU/sE4GhjwZD0eUlb0n0Tnsnt8gmyGQvMSuGiYdZ5LgIWAh8CvghMiIjpwN3AN9M2dwA/i4hpwOfSOoBLgfW591oMzI6Ii4Brcu1rgY90WQZmrejd+iZmVtCaSHMtSXoJWJbaNwOXp+VPABNztzR4b5p9dThwIPdezwL3SloKPJJrbwBGdE34Zq1z0TDrPEdzy8dzr49z4nftNGBGRLyZ/4eSjpDNQApARCyU9GHgU8A6SZdExKtkcwkd6aL4zVrl4Smz7rWME0NVSJqcFrcB5+Xax0XEqohYTHYE0jhV9wROzMZq1u1cNMy617eAqelucc+TnQMBeAa4OHcrztvSCfQtwHNkMxhDNsz1p26N2CzHl9ya9RCS7gCeiIjlFdbXASvJ7tL4dnPbmHU1H2mY9Rw/BN7TwvpzgEUuGFYmH2mYmVlhPtIwM7PCXDTMzKwwFw0zMyvMRcPMzApz0TAzs8L+D6LgS7H9ktMpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jYlVlEce6jHsqFva0+mgoK5jT/37JynL6Ric52TuagpEtTQ53WmKwYQH36toaLyd6RwmGjBjHghENA2BZGlVeNyWe+TOnHFZVFnGqz1zQYmFPq48LG+cuonSm1X2t1dTDhMuhzmHKi/Kp8p4vwg5rqoqZDIRoHRhL4sgyDyMaBgBO9I7SXLmwleGworKQlv5xc8cWJYNjk5zpH5sOzs6muaqI/BwXhzqMCzBcDnYOs6HWe05SwWxW2/E4kzIeG0Y0DIBlaSwWz3BYWVHEZDBEh288waPKTJw2LFsb504kyMtxsaa6mINm7pKwUFWOdQ1PJ2nMx5oqIxrxwIiGgSH/FANjU6ysKAxr+xX2dqf7jJkfDQftdi2b58n0Aatly6EOE7QNh57hCUYng4ve9JQW5lFZ7DaiESNGNAy09lsWw/LycEXDcmMZ0YiOo91W/KisMH/ebTbWeekenjBdb8Mg3CQOgDXVRRzrMaIRC0Y0DLTYgcHly8ITjboSD/m5Lk6bYHhUHO0aPqcKfC6c1FEzve7inOgNL10crCSOM+ZmJyaMaBho6bd+RI3LChbZ0sLlEprKC01KaBSEQsrR7hHWVi9ceb/WFpXj5q54UU70jOLJc1E3x8Rhs2kqL6JvdNK0wYkBIxoGWgfGKXbnUrZAo8LZLF9WQNugCYRHStvgOGOTQdbVLCwa1V43Rfk5nOgxwrwYJ3tHWVlRhMs1f+aUQ1O5E48z5zVajGgYaB0Yo3FZwYLpirNpMKIRFU4l/WLuKRFhVVURJ4w1tygne0fDimfA2SQOx7o2RI4RDQMt/eM0hhnPcKgvK2BwbIpRY+ZHxPFuSwQW6/EF0FxZPN3exTA3wZDSOjBGU3l4otFkMv9ixohGlqNq/eiWl4cXz3BwptM0tRqRcbJvlLLCvAUzpxxWVRbRNjiOfyqYhJEtTbqG/EwFNezvb4knj7LCPM4YSyNqjGhkOQNjU4xOBsPOnHKot0WjbdCfiGFlLKds/3s4NFcVoYq5wC3A2SSO8L+/K8oLzTmNASMaWU6kmVMOjmi0m7hGRJzqHWVVmO1amistF5ZxUc1P64BdYxTB93d5eaGJacSAEY0sZ/pHF2Zhn0ON102OS4xoRIB/Kki7zx+2pdE0HbQ153g+nBqjhghEo76sgA6f37SejxIjGlmO86OL1NLIzXFRW+KhbcBc0MLFCb6urAxPoEsL8ijx5BpXygK0DoxTU+LGnZsT9mvqSj1MBEL0j04mcGSZixGNLKelf4yywjy8YbREn019mcek3UaA004+XPcU2K4U08p7Xlr6xyKOx9WVOkkcJh4XDUY0spzWgfGIf3QO9WUFtJvsqbBx/OgrwkwPBasYzfjf56d1YDyKeJxVOW5cq9FhRCPLabEL+6KhvqyATp/fzKsRJq0D43g9uZRGUnlfXkjLwDghc47PY8puzx9pPM5YGrFhRCOLUVXaBiL/0TnUlxUwFVR6TSfWsGgdGJuubwmX5eWFTAZC9JhzfB6dPj8hjTweV1GUT36Oy1jJUWJEI4vpH51kIhCivnTxRm9z0WCb+SauER6WKyUygXZSSU0w/Hwct12k7lWXS6gt9dBhaoyiwohGFtM5ZP1oaqMUjekCP5NBtShW5X3k/nfHCjTzWp9PtOniYGVQmW4G0WFEI4vptH26NWG0lJ6LBlPgFzZD4wFGJgKRB21LnXNs7opn0zIwhkuiu+mpLysw5zRKjGhkMbFaGl5PHl5PrhGNMIi2HqYgP4eywrxpgTecpXVgnLrSAvJyIr+M1ZV66BoySRzRkFLREJEbReSwiBwTkU8tsN3bRERFZEcyx5fpdPn8uASqit1R76OhrMD0nwoDx5USaUwDoLbEuFLmoqU/+sy/urICAiGTxBENKRMNEckBvgHcBGwCbheRTXNs5wX+BHgxuSPMfDqH/FQWu8mN4k7Noa7UYyyNMGiN0tIA40qZj2gSCxyc5A/z3Y2cVFoalwLHVPWEqk4C9wK3zrHd3wL/AJhfTZzpHJqgLkrXlENtqYfuYXO3thjO7IilBZFX3pug7flMBUN0Dfsj6jk1E1OrET2pFI0GoGXG81Z72TQish1YrqoPLLQjEfmQiOwUkZ09PT3xH2mG0uXzRx0Ed6j2eugbnWAqGIrTqDKTtsHxiGdHdKgr9TAwNmXm1ZhBz/AEqkR902OqwqMnbQPhIuICvgr86WLbquq3VXWHqu6oqqpK/OAyhA7feNRBcIeaEg+qGN/wIrQOjEdc2Odg7orPx7G8ov3+lhbkUZCXY85pFKRSNNqA5TOeN9rLHLzAFuBJETkFXA7cb4Lh8WF8MsiQPxCzpVFTYgXRu4aMaCxEawztWursu+IOc1c8jXOxd1KSI0VEqCszbr9oSKVovAysFZFVIpIPvBO431mpqj5VrVTVlaq6EngBuEVVd6ZmuJnFdLptzKJhvb5ryNyxzYdvfIphfyDqoK1jabSbu+JpnBTkWCzl+lKTYBANKRMNVQ0AdwIPAQeBH6nqfhH5vIjckqpxZQvx+NEBVNuWRrcRjXmJJXMKzvrtO81d8TTtg34K83Mo8eRGvY/aUo+pf4mC6M94HFDVB4EHZy377DzbXpeMMWULXTEW9jlUFFkz+Bn31Py0xVCjAeDJy6G8KN9YGjPoHLLicdEkFjhUe930jkwQCikuV/T7yTbSNhBuSCzxck/luISqYrdxTy2AU9gXbXoo2Gm3JqYxTYfPH3U8w6Ha6yYQUvrHzAx+kWBEI0vp9PnxunMpcsdubNaUuOkytRrz0jnkx53rYlkE82jMxqrVMMLs0Onzx8G1ar2+21jJEWFEI0vp9PmpifFH51Bd4jExjQXo8Pmpi9GVUldaYETDJhAM0TXkj7kwtdprx+OGzXmNBCMaWUrnkD9m15RDTYlxTy1EZxzqYerKPPjGpxibDMRpVEuXnpEJQhqHJA6vbWkYKzkijGhkKV1DsVeDO9R4rYrliYCpWJ4Ly9KIzf9eN90ryYhzrDUaDk7mX48RjYgwopGFBENK9/AEtaXRd7edSY3xDc9LKKR0DcXuf3dEx6SIxi9d3JOXg9eTa1yrEWJEIwvpHZkgGFJqY7xTc3BiI8ZFdT59o5NMBTVm//v0ZEymVmO6X1Ss5xSsuIaZfz0yjGhkIdN3anGMaYBpJTIX8TrXxpVylk6fH0+eK6qOwbOp9nqMhRwhRjSykHjVaDjUeI2lMR9Ob6NYYxqePKv62bhSoGPIqtGIJRvNobrEbQLhEWJEIwtxLu41cYpplBXmkZ/josukLp5HrFPqzqS6xGOsOazGjfE4n2C5p7qH/aiaaV/DxYhGFtLp85PrEiqL4iMaImLdsZkL2nl0+Pzk5QgVRfkx76umxG1qCohPYZ9DtdeDfyrE8IRJZQ4XIxpZSOeQn2qvO679dmpKPMY9NQed9kRX8TjX1V4zS2IwpHQNxz7jpMPZhpvZfV4jwYhGFhLPOzWHaq8p8JuLDt94/C5wXsuay2ZXipP5F2uMyKGq2FSFR4oRjSykMw51A7Op9rpNZs8cWAIdnwtcdYmHyWAI3/hUXPa3FIlnui2YrLRoMKKRhcRjbvDZVJd4GPIHzDzWM1DV6b5T8eBsr6TsvcDFq7DPocprClMjxYhGljHsn2J0Mhi3dFsHx8w3d2xnGRybYiIQitu5dkQjm92ATguReLmnSjy5uHNdxj0VAUY0sox4Tb40m6oScxc8m7MXuHgVUZq74ni0mZ/JdOaf+d6GjRGNLKPTZ/044u6e8jqWhrljc+gcsv3vZfGKaRhhbh8cj7nN/GxMVXhkGNHIMs5WKMfZ0jD+9vOIt6VRmJ9LsTs3q91Ticr8M+6p8DGikWVMV4PH2dKoKHLjEhPTmEmnz0+OS6gsjk8RJVjWRjaf43i0mZ+NyfyLDCMaWUbnkJ+ywjw8eTlx3a9zcTRm/lnaB/3UeN3kxLGIMpvvioNxajM/myqvmyF/wMwHEyZhiYaIXCUiRfb/7xaRr4rIisQOzZAIOn0Tcc+ccqgybabPoXMofj2SHKq92dt/qm9kgkBIqU+Qa7V3ZDKu+81UwrU0vgmMichW4E+B48D3EjYqQ8KI54x9s8nmu+C5SIQrxek/lY1V4R3TNRrxPaeVJl08IsIVjYBa39Jbga+r6jcAb+KGZUgU8ZwbfDZVXuOeclDVBAVts7fBXqKTOIxohEe4ojEsIn8BvBt4QERcQHwSpQ1JYyoYondkIu4XModqr4e+0UmCoey7C57NkD/A2GQw7he4sw32ss+ii3c2msNZ95QRjXAIVzTeAUwAH1DVTqAR+FLCRmVICN3DE6jGv7DPobrETTCk9I8a33C82104VGdx24sOn5/8XBflcWgzP5OKImNpREK4ovExVf2qqv4aQFXPAJtjPbiI3Cgih0XkmIh8ao71HxeRAyKyR0QeM8H32Ij3NK+zMR1Dz5IoV0o2F/g5fbziWdgHkJ/roqwwz4hGmIQrGjfMseymWA4sIjnAN+z9bAJuF5FNszZ7FdihqhcCPwH+MZZjZjuJqtFwMB1Dz9KZoKBtNvef6hgcT+gNj3FPhceCoiEiHxGRvcB6+27feZwE9sZ47EuBY6p6QlUngXuxAu3TqOoTqjpmP30Byy1miJJEuUwcpl0nRjTo8PkROXuRjxfF7lw8ea6svMB1+PzUx6kly2wqi02BX7jkLrL+v4FfAn8PzHQfDatqf4zHbgBaZjxvBS5bYPsP2GM5DxH5EPAhgKamphiHlbl0Dlk+4Xg1e5uNyUI5S6fPT1Wxm7yc+NbPikhWzuAXSlBhn0OV181rrYMJ2XemseA3WlV9qnpKVW/HuqhPAQoUi0jSrs4i8m5gB/ME31X126q6Q1V3VFVVJWtYS45On5VuG2+fsIMnLwevJ9eIBtAxFL95NGZTlYVtL3rtwj5zTlPPYpYGACJyJ/A5oAsI2YsVuDCGY7cBy2c8b7SXzT729cCngWtV1XyqMZDIGg0HU+Bn0ekbZ1VlUUL2Xe11c6x7JCH7TlfiPY/GbKq8bsYmg4xOBChyh3VZzFrCtZ0/CqxX1c2qeoH9iEUwAF4G1orIKhHJB94J3D9zAxHZBvw7cIuqdsd4vKyna8hPTYLu1BzMHZtFIqrBHaq82Tf/Q6Ky0RycqvBsjBVFSrii0QL44nlgVQ0AdwIPAQeBH6nqfhH5vIjcYm/2JaAY+LGI7BaR++fZnWERpiuUS+IbmJ1NNvrbZzMyEWDYH0ic/73YjW98Kqsa7CWqsM/BxOPCJ1w77ATwpIg8gFXkB4CqfjWWg6vqg8CDs5Z9dsb/18eyf8NZrItMKGHptg5OKxFVTVjsJN3pTPAFbmZqc+OywoQcI93oTFBhn0OVsTTCJlxL4wzwCJCP1XPKeRiWCIn2CTtUe92MTwUZncyeu+DZJLyIMgvvitsTVNjnUOm1xCibzmm0hGVpqOrfAIhI4Yy6CcMSItE1Gg4zeyMVVxUn9Fjpyln/e4JiGsXWZ5hNF7hOX+IK+8BMIhYJ4c6ncYWIHAAO2c+3isi/JXRkhriSaJ+wg3NBy+a4hnOuqxMUP8rGViLtg4lLYQZrErHyIjMfTDiE6576Z+BNQB+Aqr4GXJOoQRniT6dvHFcCKpRnY1qJWJZGZXF+3GdHdKgoykey6K7YKeyrS1A1uIOV+WeabS5G2AnJqtoyy5+YvU7rJUiHz0+110NunCuUZ+OIUjbdBc/GuitO3AUuN8dFRVF+1twVJ7qwz6GyOP3P6Y9ebuG7z55k2B/g6rWVfPyGdVQnOLllNmGn3IrIlYCKSJ6I/BlWmqxhidCZwBYMMyktyCM/x5XVBX4dvnHqyxJ9gcueCa+SlcRR5XXTm8Y3O1966BCf+N89uHNdbF+xjJ++0sYtX3826YWe4YrGh4E/wuoX1QZcZD83LBGcttKJRkSyvsAv0ZYGZNd87EmLx9nnNB2n0n3iUDffeOI477xkOff94VX86+3b+NmdVxEIKe/97ksMJHEOm7BEQ1V7VfVdqlqjqtWq+m5V7Uv04AzxIxFTj85HZRaLxpB/ipGJQMItjWqvh54saY/uZKMl+vtbVexmMhBiyJ9eU+lOBIL85X17WV/j5W9u3YzLZYUJNtaV8J/v3UHP8AR/9uPfN1OjAAAgAElEQVTXkiZ2C8Y0ROQTqvqPIvKvWL2mzkFV/zhhIzPEjWH7QpYMSwOsuEZLf3ZmZncMJs+V4twVZ3oRZafPT74dx0kkM+tfSgvSZzbrH+1spcPn50u3bcWde25yxdblZXzixvV84YGD/HxPB7dsrU/4eBazNJy4xU5g1xwPwxIgURMCzUd1FvZGcmi374oTNe+DQ5XXzVRQ8Y1PJfQ46UC7bSUnWhydqvB0spKDIeXfnzrO9qYyrlpTMec2779qFVsbS/nCLw4wOpF4K2mx1ug/t//ePdcj4aMzxIVk+YQdqrxu+kcnmQyEFt84w2gfdEQj8d2EITuy1Dp940n57jqWRjq1EnnueC+tA+Pc8bpV84pmjkv461s20z08wb8/fSLhYwq3uO8RESmb8XyZiDyUuGEZ4kmi21rMxpnBr280fX58yaJj0E+OS6bPQaLIplYiyUriqExDS+NHO1spK8zjhk01C263vWkZb95az85T/QmPbYRbp1GlqtPTWqnqgIhUJ2hMhjjjWBqJblboMH0XPDSRcN9+utHuG6fG6ybHlVhXyllLI7OD4Wdn7Ev896i0II+8HEmbrLSxyQAP7+/kHZcsPy+WMRdf/O0LKMzPSbgbL9yU2+DMmfpEZAVzBMYN6Unn0DiVxW7ycxNb2OdQlUWuk9l0DCa+chmyx9LoHp5gKqg0JNjdB+ByCZXF6VOr8fSRHiYCIW7aUhfW9kXu3KQkRYRraXwaeEZEngIEuBp7Tm5D+pMs894hm1uJtPvGubCxbPENY6TYnYsnz5Xx57h1wMrCayxPTgv4yuL0qX95eH8XZYV5XLJyWaqHcg7hdrn9lYhsBy63F31UVXsTNyxDPOn0+VmepB8dnPUNZ7rrZDaqSofPz42bk1NEmQ0TXrXYorE8SfOGVHnddKVB/UswpDx2qJs3bqxOeOufSFlwNCKywf67HWgC2u1Hk73MsARItqWRl2NNlpPpF7TZ9NkZY8nMUst0S6Ol38pGa1yWnNhYVXF6nNN9bT5841Nctz79QseLWRofx3JDfWWOdQq8Ie4jMsSVsckAvvGppFWDO1RnwQVtNtOFfUmIaYB1gTvek9y+Q8mmdWCMKq87YR2DZ1PpzadvdJJQSKcrr1PBM8csR86Vq+euzUgli4nGI/bfD6hq4hOADXEn2TUaDlVZWODXZtdoNCRJNKpL3Dx/IrO7+bT0j7M8SVYGWEIcDCkDY5NUFCd2GoGFeOZoLxvrSqZdvenEYs6yv7D//iTRAzEkhtYBx7xP7lzS6d4xNBGcnbEvSe6pYrc993vmzlLQOjiW1O9ulV1fk8pguH8qyK4zA2lpZcDilka/iDwMNIvI/bNXquotiRmWIV5MZ58k8W4N7IZ6w9nRG8mhfXAcd64Vz0kGM7PUkn1TkAwCwRDtg35u2ZpES8OpCh+ehNqkHfYc9rX5mAyEuHRVeWoGsAiLicbNwHbgHuaOaxjSnNaBcfJyEl+hPJsqr5vJYIjBsSmWJekimmpa+sdZXl6YNJGcWauRiaLR4fMTDGnSMqfAmogJoGckdRlUL58aAGDHivRKtXVYTDT+U1V/T0S+o6pPJWVEhrjSOjBOfVlBwiuUZ+NULPeMTGSNaJzpH0uy/912pWSoGzAVrtV0KJrcdbqf5sqilMZUFmKxmMbFIlIPvMvuN1U+85GMARpio3VgLOmuKTi3lUg2oKq09I/RlMR6GMc9lakJB9M1GuXJ+/6mumhSVdl5eoCL09TKgMUtjW8BjwHNWK3QZ96uqr3ckMa0DozzhhTkeldlSW8kB9/4FMMTgaQWUZYX5SOS2ZaGSxI/N8lMROxWIiPJmwlvJi394wyOTXFRU+K7CkTLYq3Rv6aqG4Hvqmqzqq6a8YhZMETkRhE5LCLHRORTc6x3i8gP7fUvisjKWI+ZTfingra/OwWWRklmu05mc6bfuStOnmjk5bgoL8xPm7YX8aa1f4zaEk/SeqY5pLJocm+bD4ALG5aoaDio6kdE5HUi8n4AEakUkVWxHFhEcoBvADcBm4DbRWTTrM0+AAyo6hrgn4B/iOWY2YZTN9CYRPPeodidS2F+Tsa6TmbjVC4n0z0Fdj1MhroAWwfGk9ZzaiaprArf0zZIXo6wrrY4JccPh3Dn0/hr4JOcrdvIB74f47EvBY6p6glVnQTuBW6dtc2tgDPZ00+AN0q25G/GgVTVaDhkU4FfKiwNODvtaybSMjCW1MwphyqvO2UTMe1r87G+1htWK/RUEa7d91bgFmAUQFXbAW+Mx24AWmY8b7WXzbmNqgYAH3BexYuIfEhEdorIzp6enhiHlTmkqkbDwWolkh0xjZaBMcqL8il2h9s4Oj5Uez30pEGDvXgzGQjROeRPyXe3sthN/9gkU8HkzjypquxrG+KChtKkHjdSwhWNSbWmg1IAESlK3JAiR1W/rao7VHVHVVVVqoeTNrQOjJObhFnk5iNdLA1V5ZtPHufaLz3BW//tWZ4+Ev8bi5Ykp9s6OJZGomdrSzYtA2OowoqK1FgaqtA/mtxgeEv/OL7xKbZkiGj8SET+HSgTkd8HHgW+E+Ox24DlM5432svm3EZEcoFSILOb7cSRVNVoOFh3wakXjX986DD/8KtDNJQVMDg2xR13vcxjB7vieowz/WNJd02BdYGbCiq+8amkHzuRnOwZBaC5Kvm+/VTVajhB8IywNFT1y1gxhf8F1gOfVdV/jfHYLwNrRWSViOQD7wRmtyq5H3iv/f9twOOaabdUCSRVNRoOVV43wxMBxidT1xtp1+kBvvnkcW6/dDk/+OBl/OzOq1hf6+UTP9nDQJzuJIMhpW1gPOlBcJg57WvqxTmenOy1RGNVRfKdGtNzhSc5rrG3zUdejrC+NlbPf2KJJJdtD/AU8CTwWqwHtmMUdwIPAQeBH6nqfhH5vIg4Pa3+E6gQkWNYbdrPS8s1zE/rwHjKRQNSl3arqvzdAweo8rr5zG9uQkQo8eTxpdu2Mjg+xVcfORKX43T4xgmENGWWBmReavOJ3lHKi/IpLcxL+rGrU3ROl0IQHMLPnno78BLwO8DbgRdF5LZYD66qD6rqOlVdrap/Zy/7rKreb//vV9XfUdU1qnqpac8ePmdrNFLXk+hsK5HUBGp3nR7glTOD/PEb11I0I0C9qb6Et+9o5Ic7W+JSfJiqdFvI3CLKk70jrKpMTeh02tJIomioKvvafWnvmoLwLY1PA5eo6ntV9T1Y6bJ/lbhhGWIl2XM7zIUTgE9VHcEPXjyD153Lb2+bnZQHf3DNagLBEP/17KmYj9PSn9wpSWeSqrviRHOydzRlolGQn4PXnZvUtNvOIT+DY1NsqitJ2jGjJVzRcKlq94znfRG81pACTtk+4ZUp+uHBzLvg5F/QhvxTPLC3g7dsazjHynBYWVnE9Rtr+PHOlphTK8/0j5HjEurKkp+llupeSYlgZCJA19BEykQDoDLJVeGHO4cBWF+bOaLxKxF5SETeJyLvAx4AHkzcsDIfVeUXe9r51P/u4csPHY67e2E6kJjCH15FUT45LknJBe3xg91MBkK8ZQ4rw+Gdly6nd2SSxw52z7tNOJzsG6WhrIC8nOTfR4lYKdWpDoSHQspkID51Dce6rSls11Snrio62VXhjmisq0nfSnCHBSuRRGQNUKOqfy4ivw28zl71PPCDRA8uUwkEQ/zxva/y4N5OlhXmMeQPcM8Lp/nBBy+LW472qb5RSgvyWJaCQKKDyyVUFuenxN/+q32d1JS42bZ8/h4+16ytoqbEzU92tXLjluhn3DnRM8rqqtRadKmyNALBEF9++AjfffYkAO+5fAWfvGlDTAJ6xLnrrkldFlGV182hzqGkHe9w1zA1JW7KCtN/GoHFPtl/BoYAVPWnqvpxVf04cJ+9zhAFX3jgIA/u7eQTN65n52du4KGPXkOxO5f3fPeluF1gT/aOsrKyKOWz5qWiwM8/FeTJI928aXMtrgVqVHJzXNx8QR1PH+1h2B9dnUMopJzoGWF1CuoJHFLZK+lvf3GAbz11nBs31/JbF9bxH8+c5OM/eo1QKPrM+CNdw3jyXCnJRnOoLM5P6jk90jXMuhSKZCQsJho1qrp39kJ72cqEjCjDefFEH3c9d4r3XrGCP7xuDTkuYU11MXffcQkjEwE+c9++uBznVO8YzSl0TTk4074mkxdP9uOfCvGGDYu3hL/5gjomAyEePxSdi6ptcJyJQIjVKXSlVJekpvL+maO93P38ad5/1Uq+dvs2vvr2i/jzN63n56+1c+/LLYvvYB4Odw2zpro4ZUWpYN3sDPkD+KcSX2MUDClHu0bYkOb1GQ6LicZC/XlTl5azRAmFlL/5+QEalxXwyZs2nLNuTbWXj12/jocPdPHc8d6YjuOfCtLuG2dlCgqjZlNVnPwL2jNHe8jPcXHZqvPalJ3HxU3LqPa6eXBvR1THOmHHjlIp0FXFbnzjU0wEkldEqap86aFDLC8v4JM3nv0u/+F1q7lydQX/78GDUd8spMNd9/Rc4UnIoDrdN8pEIJTy9xwui4nGTrttyDmIyAexJmUyRMBD+zs50DHEx29YR2H++eGk91+1krpSD1966HBMvYRO91l9e1ZWpn7e6OoSN30jEwRjcFdEyq+P9nLJqmUU5C9eJOVyCTdtqeXJwz2MTgQiPtZxO2ibSksjFQV+zx7r47VWHx+5dg2evLPnWUT4wlu2MD4V5BtPHIt4v76xKbqGJlJ+AXVqNZIxGdORLidzKjNE46PA+0XkSRH5iv14Cmueiz9J/PAyi289fYLmyiJuvWjujB5PXg5/+Po1vHpmkFfODER9HOdLuLY69V/Caq+bkELfaHIuaL0jExzqHOaqNZVhv+bmC+qYiNJFdaxnhBJPLhUpnAfdmfY1maLx/RdOU1GUz9suPv+73FxVzG3bG/nvF8/Q6YssRrev3eq/tLk+tamnyRTiw50jiKQ2WywSFpu5r0tVrwT+BjhlP/5GVa9Q1c7EDy9z2Nfm47WWQX7vihUL+mp/e1sDXncu9zx/OupjHe0axiXQnMKMHofpWo0kFfjtOm2J7WWrwp/CfsfKcqq8bn65L3IX1eHOYTbUlqQ04aCqOLmzJA6OTfL4oW5uvahh3pYXf/T6NQRCIe554VRE+06Xpn3JFI0jXcM0lRfO6X1IR8JtWPiEqv6r/Xg80YPKRH7w4hk8eS5+e1vjgtsVuXN528WNPLi3M2p/6pGuEVZUFJ3jNkgVVXZVeLKav+06PUB+jovN9eFfdHJcwg2banjycE9Egc9QSC3RqEutRedYGsmKHT2wt4PJYIjf3j5/DUxTRSE3bKrhBy+eiahh5d5WH03lhSlPPa0oSl5M43AaxHAiwVR1J4Fh/xQ/293Gmy+sD6sB27svX8FkMMQPo8xAOdI9zNo0MXWn21wk0dLY0lASsWC+aXMtY5NBnjkafhJC2+A4IxMBNqS4ireiKB+R5InGQ/u7WFVZtKgL6Y6rVjE4NsV9r86e8WB+9rQNptzKAMjPdVFWmJdwS2MiEORk72hKa1IixYhGEvi/3e2MTQZ51+Urwtp+TXUxV66u4L9fPBNxAHkiEOR031ja3Lkks6HeRCDI3lYfO1aG75pyuKK5Aq87l4cPhO91PdhhFX+l2tLIzXFRWeymK8L4QTSMTAR44Xgf12+sXtQld+mqcjbXl/DdZ0+GldgxMDpJS/942kxClIz6l1O9YwRDytolUAnuYEQjCfx4Zwsb60rY2hj+j+Fdl62gbXCcZ49Fln57omc0rb6EnrwcSjy5SfEN72sbYjIYYnvTsohfm5/r4vUbqnn0YDeBMHtRHeocRiS1lcsOtSUeOpMw7euvj/QwGQzxxo01i24rItxx1SqOdY/w6zAsuJdO9QOwY2Xkn18iSMb8607LlFQWh0aKEY0Ec6p3lD2tPt66rT6iYOn1m6opLcjjJ7taIzrevrb0yD6ZSbKqwl+xg+DbVyxUXjQ/b9pcS//oJDtPh5e5tq/Nx8qKojkbIiab2lJPxJlK0fDk4R68nlx2rAjvwv5bW+uoLM7n7udOLbrtCyf68OS5uDCCm6tEUlnsTnhM43iPEQ3DLH7+WjsAv3lhfUSvc+fmcOtF9Ty0vzOiqTz3tfkozM9hVWX6fAmT1VBv5+l+msoLo54T/dr1VeTnunh4/+JTwaoqr7YMctECva2SSbIsjedO9HJFcwW5YfaWcufm8LuXNvH44e7pzsvz8fzxPnasKE+bSYiS0dPrWPcIDWUFYdUUpQtGNGz8U0EeO9hF68BYXPf78z3tXLJyWVTzWtx2cSMTgRAP7Ak/FXRvm4/N9SUpbcEwm+qSxP/4VJVdpwfDvgOei2J3Lq9bU8lD+zsX9cG3+/z0DE+wrSlNRKPUg298KqFT67b0j9HSP86VqxevtJ/Juy5fQY4I31sgjbx/dJJDncNc3hx5PCpRVHndjE0Goyr6DJfjPSNLpj7DwYiGjW98ig/cvZOfvxZdO4m5ONw5zJGuEd68NTIrw+GChlLW1RTzk13hZVEFgiEOdAylTSDRodrrpmvIH1OV+2K0DozTOzLBthhEA+BNm2toGxznQMfCHU5ftYsv08nSABJqbTx/vA8gosJJgJoSDzdfUMePd7YwMs8F+BE7AeG69Yv3C0sWVcWJTbsNhZTjKW52GQ1GNGxqSjxsrCvhqSOxza0wk/tfa8MlVsVxNIgIt13cyCtnBqd9nwtxvGcU/1QoLVIWZ1JXWsBEIMTAWHSdZMNhv11JfGGM7/2NG2twiZVWuhCvnhnEnetKebqtQ12pJRodvvGEHeOFk31UFudHdWd8x+tWMTwR4AcvzG1tPLC3k6bywrSKxVUmuMCv3TeOfypkLI2lzLXrqth5aiDqNtkzUVV+/loHV66unO5jEw1vuaiBHJfwv2EExJ3sk2iyhxJJvT2jXftg4i5o+9qGyHFJzP17KovdXLKynF/saV/QMnr2WC/bmsrIz02Pn1CNLRpdCbQ0Xj0zyLamZVFVv1+0vIyr11by7adPMDZ5rrXRNzLBc8d6ufmCupS38p9JVYLnCj+bOZX6zg2RkB7f+DTh2nVVBELKc7YZHgv72oY40z/Gm7dGZ2U4VJd4uHZdFT99pW3Rmo0XT/RRW+JhRUXqGxXOpK7UiuckVDTafaytLo5LFfxbtjVwosfKepuL7iE/hzqHuXZd+rhSHPdUR4IyqPpHJznZOxrTDcnHblhH3+jkeY0M/+vZUwRVuW2OPlapZLqVSILcU8d7rMQAY2ksYS5esYxidy5PHemJeV+/2NNOrkt40+boZ4RzuO3iRjqH/AvWbKgqL5zo57Lm8rS6WwOot5MAEnVBA9jfPsSmOLk2br6gjvxc17yVzE/bNQfXrIvMt59Iity5eD25CSvw291ipzPHEPjf3rSMt21v5NtPn+C1lkHAKvq8+7lT3LSlljVp0GBzJuVF+bgEehNoaSwrzKMiBk9EKjCiMYP8XBdXrq7gqcM9MQVtrfm/O7h6bWVceui8cePiNRvHe0bpHZng8ubIMluSQUVRPvk5LtoT5G/vHrIymbZE0G9qIUoL8njT5lr+95XWOTNnHj3QRWWxm41pEs9wqCv1JEyYXzk9SK5LuLAxtsD/p39zIzUlHu6462Xuef4Ud9z1MoGQ8tHr18VnoHEkxyWUFyWuwO9499ILgoMRjfO4dn0VbYPjYQWe5+PVlkHaBscjrs2Yj3NqNuYJJj960ArcXr02fe5+HVwuobbUQ8dgYi5o+9utTKd4Zo2978qVDPsD/PSVc4W6f3SSxw51ccvW+gWnkk0FNSWehMU0XjkzwMa6kpjrCcqL8vneHZdSXpTPX/1sPyd7Rvn6725Lm7Y3s0lkrcZSTLcFIxrn4aT8RTv9J8AvXusgP8fFb2xevNVCuNx+aRMTgRDff3Hu7JMH93awtbGUxmXpFc9wqCv1JCym4VTBb4xjD6jtTWVsXV7Gt546cU7n2/tebWMqqLzjkuVxO1a8SJSlEQwpr7UMxuSamklzVTEPffQafvXRq9n1VzeE1ZIkVVitROI/EdPA6CR9o5PG0ggXESkXkUdE5Kj997zomohcJCLPi8h+EdkjIu9IxtgaygrYXF/Cr/ZFN11IKKQ8uLeDa9ZVUeJZvKNtuGysK+HqtZXc9dyp89p3t/SPsafVx01RpvYmg4aygoS5Tva3D7GqsghvHM+3iPDJG9fTNjjON588Dlizyn3zyWNcsnJZWs6yVlvioWdkgqkwe2eFy+HOYUYng2yPsQZmJi6XsKE28m7EyaayOD8hMQ3Hk2EsjfD5FPCYqq4FHrOfz2YMeI+qbgZuBP5ZRJJSSXXzBXW8cmYwqpz3XWcG6Bzyx5w1NRcfuW41PcMT/Nezp85Z/t1nT5LjkqiLCJNBXZnV5iIR077ua/fFLQg+kytXV3LL1nq+9vhR/vWxo9z5P68wMDbF527ZHPdjxYOaUg+q8U8RdWaR3LY8vVK5k4Hjnop3YaqTbmtEI3xuBe62/78beMvsDVT1iKoetf9vB7qBqmQM7qYtVsZTNNbGL15rx53rSojJfeXqSq7fWMPXHz/KmT6r3Un3kJ//eekMb7moIapWJcmirrSAYEjjfkHzjU3ROjAetyD4bP7xtgu5Zm0VX3nkCC+d7Ofzt26OaIKnZOIU+MW7Knx3yyCVxfksL0/f71eiqPZ6mAyGGIxzYerxnhHcua7pzMKlRKpEo0ZVnX4dncCCV1gRuRTIB44nemBg+Vw31Hr55d7IRGMiEOTnezq4fmMNxQnqfPrXb95Ebo6L9931Eo8f6uL379kFwB+9fnVCjhcvnAK/tjjHNZxK8C0Niclk8uTlcNf7L+GpP7+OX3/y9bzrsvDmREkFNU4rkTi7Afe1+bigoTTtUrmTQb0txPHO/DvWPUJzVXFa9YgLl4SJhog8KiL75njcOnM7tey+eW0/EakD7gHer6pzOmtF5EMislNEdvb0xF5jAXDTljpePt1PdwR3bQ/v76J/dJK3JzBIury8kH//vYvpH53kjrt2cqDdx9feuY3mNA+ona3ViO+Pb1+70wo+cXf/IsKKiqKou+cmC6eIMp6i4Z8KcrR7JO36mSWLOud7G+fMv+M9o0uuEtwhYRMBqOr1860TkS4RqVPVDlsU5kxVEpES4AHg06r6wgLH+jbwbYAdO3bExfl48wW1/NOjR3hwbwfvu2pVWK+59+UzNJQVcHWEDd0i5fLmCp755Bt4+WQ/mxtK0v5iBmcvaPH+8e1vH6K+1EN5UWrnlE4HlhXmkZ/riqswH+gYIhjSrBWN+gT09PJPBWkZGFtwjvV0JlXuqfuB99r/vxf42ewNRCQfuA/4nqr+JIljA2BtjZdNdSX8aGdrWEGw032jPHusj3desjwp+fvF7lxev6F6SQgGQIknl6L8nLib+fvafGxK0xhDshERGssK4uoCdNKZ060JZrKoLHaTlyO0x9F6O9EziurSmnhpJqkSjS8CN4jIUeB6+zkiskNE/sPe5u3ANcD7RGS3/bgomYO8/bImDnQMsbdt7h5EM7n35RZcAr+zI/3y99MBEaGurCCutRpjkwFO9I4mLJ6xFGksL6SlP37neG+rj4qi/Okge7bhcgk1JR464vi9PWan26bLlMyRkhLRUNU+VX2jqq5V1etVtd9evlNVP2j//31VzVPVi2Y8didznLdeVE9BXg53LTJV5dhkgB++3MIbNtRQm6U/rnCoj3OtxsGOIVQTG89YajQuK4jrRGJ723xsydIguEN9aUFcLY1jXcO4BFZVLs2YhqkIX4ASTx7vvHQ59+9uX9Dk/+8Xz9A/OslHrmtO4uiWHvWlHtrjGNM4YLcPSac5GFLN8mWFDIxNzTvZUSQ4QfBsdU051JV54hrTONYzwoqKorSZ1jZSjGgswgevtoTg648fnXO9b3yKbz55nCtXV3DxivSZqjIdaSgroHdkIm5Tku5vH2JZYV7Wuk7monGZlXAQD2vjYJYHwR3qSgvo9PkJxakw9dgSbVToYERjERrKCnjvlSu59+WW6XbOM/nKw4cZGJvkL2/emILRLS2a7Hk+WuLkPnHaoWez62Q2y8utc9wah7iGEwTP9phRfZmHqaDSOxp7YWogGOJk7+iSrAR3MKIRBn9y/Vqqit388b2vMjB6tnnZA3s6+N7zp3nPFSuz/m4sHFZUWD7c032xi8ZUMMThrmETz5iFY2nEQ5j3tvlYVpiX1p0GkkE808VP948xFVQjGplOiSePb777YjoG/bztm89x36utfPmhw/zxva+yvamMv7h5Q6qHuCRYYd8Fn+4bjXlfx3tGmAyE2FSX3XfBs6koyqcgL4fWgdgtjb1tQ1kfBIf4zr/u9Jxaa0Qj87l4xTK+94FLGZ8K8rEfvsbXnzjGmzbXcNcdly7ZgFayKSvMw+vJjYulsb/NBMHnQkRoXFZAS39s59g/FeRo13DWB8HhbDeDeCRxTM8LvoRFI2EV4ZnI5c0VPP2J13O0a4TyonyTXhshVjuOQk7HeEEDq1LZk+dK+/YpqWB5eWHMlsahzmECITWigVVp745Tpf2x7hHqSj0J602XDIylESF5OS421ZcYwYiSFeVFnImDe2p/u4/1tSVLsuFbomlcVhBzTGPvdBDciIaIUF8Wn1qNY91Lc7a+mRjRMCSVpgrrLjgQw0RBqsqB9iHjmpqH5csKGfYH8I1H3857X6uPssK86cB6tlNXGntVeCikS3aK15kY0TAklZUVhQRCGlNleOvAOEP+gAmCz0M8ajX2ZnE79LmoK429m0G7b5yxyaARDYMhEprKY0+73W8qwRfEqdWItgeVfyrIERMEP4f6Mg9dQ/6YLOSzmVPpN1VwJBjRMCSVFXaB36kY4hoHOoZwCWyoNaIxF7FaGodNEPw8GsoKCCkxWRtLeYrXmRjRMCSV2hIP+bkuzsSQQXWg3UdzVTEF+SbVeXt5CdIAAA+9SURBVC5KC/LwunOjTrs1QfDzaSqPvZvB8R4r63Kpz/1iRMOQVFwuYfmygpgK/PabIPiCiAgrK4s40RvdOd7XZoLgsznr8oteNI52Lf0gOBjRMKSAFRVFUcc0+kcn6fD5TRB8EZqrijjRE51omCD4+dSVeshxSdQWsqpyLAMyp8CIhiEFNJUXcqZ/LKwZEWfjNNEzPacWprmymHbfOP6pyDoKTwSsILhxTZ1Lbo6LhrKCqJML+kYnGRybYk0GFKMa0TAkndVVRYxNBukcijyouLtlEBG4cLm5qC1Ec1URqnAyQhfV4c5hpoImCD4Xzs1ONBzqGAZgfe3SzpwCIxqGFLDGTjk82jUS8Wt3twyyuqqYEk9evIeVUTizwkXqotqb5XOCL8Ty8sKoYxoHO6w08Y0Z4FY1omFIOs7cyEe7IxMNVWV3yyAXLS9LxLAyiuYqRzQiO8f72nyUFpgg+FwsLy+gb3QyqlkRD3YMUVPiXvKZU2BEw5ACKoutH8/RruGIXtfSP07/6KQRjTAozM+lvtTDsQhF45XTg2xdXmaC4HOwyp4P5lQUWWkHOoYywsoAIxqGFLGmujhiS+PVlgEAIxphsr7Wy+HO8IXZNz7Fke5hLlmxLIGjWrqscqy3CEVjIhDkWPdIxmT8GdEwpIR1NcUc6RqOKINqd8sgnjwXGzIgmJgMNtSVcKzbmqwqHF45M4AqXLzSiMZcrKwoQgRORhgnOtY9QiCkxtIwGGJhfY2XYX8gonbTu1sGuaChlNwc87UNhw21XgIh5URveBbdzlP95LjEWHLz4MnLob60IOzz6XDQzpwyomEwxMBmOzvHqbtYjMlAiP3tQ2xtNBe0cHF6cznpnoux89QAW+pLKMxfuhMEJZpoiiYP2hOGORltSx0jGoaUsLG2BJfA/jBF42DHEJOBEBc1GdEIl+aqIvJyhIOdQ4tuOxkIsbtlkItXlCdhZEuX5soiTvaORuRWPdA+xPoab8ZMGGZEw5ASCvJzWFNdzL72xS9oAC+d7AfgkpXmohYueTku1tV4w7Lm9rf7mAiE2GHiGQvSXFXMyESA7uGJsLZXVQ52Zk7mFKRINESkXEQeEZGj9t95v6kiUiIirSLy9WSO0ZB4ttSXhu2eeuFEH82VRdSUmGl2I2FbUxl7WnyEQgvfGe88ZWWm7TCZUwuyrsZKwjgUZlZa55CfwbEpNmVQg81UWRqfAh5T1bXAY/bz+fhb4OmkjMqQVC5oLKV7eIL2RabRDIaUl072c1lzRZJGljlctHwZwxMBji9Sr/HyqX6aygupNqK8IE7m3uEwXH4Ar7VkXq+0VInGrcDd9v93A2+ZayMRuRioAR5O0rgMSWSH7T9/+VT/gtvtb/cxPBHg8mbjmooUJxPq1TOD824zFQzx/PE+rlpjRHkxlhXlU1PiDtvS2N0ySF6OZFQr/1SJRo2qdtj/d2IJwzmIiAv4CvBni+1MRD4kIjtFZGdPT098R2pIGBvrvBTl5ywqGk8d7kEErlpTmaSRZQ7NlUWUeHJ55czAvNu8emaQ4YkA166rSuLIli7ra0vCzkjb3TLAxroSPHmZM2FYwkRDRB4VkX1zPG6duZ1aaQhzOVz/EHhQVVsXO5aqfltVd6jqjqoq88VfKuTmuLh4Zfl0kHs+Hj/czYWNZVQWu5M0sszB5RIua67gmWO982b8PHWkm1yXcKUR5bDYWOu1CvYWmS88GFL2tvoyru4lYaKhqter6pY5Hj8DukSkDsD+2z3HLq4A7hSRU8CXgfeIyBcTNV5Darh05TKOdI3QOzJ3NkrfyAS7WwZ5/XpzMxAt16yronVgfN426Y8c6OLiFctM5+Aw2VhXwmQwtGgbnKPdw4xOBo1oxIn7gffa/78X+NnsDVT1XarapKorsVxU31PVhQLmhiXIdeurAXj80Fz3DfDowS5U4Y0bzvNgGsLk2rWW4P76aO956w51DnGka4TfurAu2cNasmy1RWB3y/xxIsjcNPFUicYXgRtE5Chwvf0cEdkhIv+RojEZUsDm+hLqSz08cqBrzvX3vdpGc2URWxoyJ5CYbJoqCllVWcRD+zvPW3f/7nZyXMJNFxjRCJeVFYWUFeaxe4HkArDSxBvKCjKuzXxKRENV+1T1jaq61nZj9dvLd6rqB+fY/i5VvTP5IzUkGhHhhk01/PpoD6Oz5iloHxznhRP9vGVbg2nVHSNv3dbAc8f7ODNjbnb/VJAf72rl6rWVJl4UASJWfy6n6/JcqCovnOjnsubyjPvumopwQ8q55aIG/FMhfvrKuTkPdz93CpdYFzxDbNx2cSMicO/LZ6aX/fSVNnqGJ/jQ1c0pHNnSZNvyZRztHmHIPzXn+iNdI/SPTnJ5BtYWGdEwpJztTWVsXV7Gfz17iqBduTwwOsk9L5zmzVvrWV5emOIRLn3qywq4eUsd//nMSU71jtI95Oerjxxha2MpV6zOvAtborlk1TJU4cUTc2f+OTG6q9dmXkaaEQ1DyhER/uCaZk70jvJvTxxDVfnUT/cwEQjxR69fk+rhZQyfffMm8nNdvPPbL3Dbt55ndCLAl35na8a5T5LBjhXlFOXn8OTh+RM4tjSUUFeaWfEMMKJhSBNu2lLLLVvr+cojR3jdPzzBQ/u7+IubNkz3+jHETk2Jh3s+cBlNFYXUlLj5znt2mPMbJfm5Lq5cU8lTR3rOq3/pHZnglTMDXL8xMzP+TON8Q1ogIvzD2y5kbXUxL53q52M3rONt200sI95ctLyMH/3BFakeRkZw3foqHjnQxcGO4XMaEv5sdzuqcOOW2hSOLnEYS8OQNhTk5/D/vXEt93zgMjtwa9wmhvTlpi115Oe6zkkuUFV+8OJptjeVTU+ClWkY0TAYDIYoKC/K5zcvqOOnr7QxbGdRPXqwmxM9o/zuZStSPLrEYUTDYDAYouSOq1YxNhngc/cfoHdkgs/dv5+11cXcsrU+1UNLGCamYTAYDFFyQWMpf/T6Nfzr48f4v91tuATu/dDl5Odm7v24EQ2DwWCIgY9ev47mqiJePTPIuy5bwfrazM5IM6JhMBgMMZDjEt66rZG3bmtM9VCSQubaUAaDwWCIO0Y0DAaDwRA2RjQMBoPBEDZGNAwGg8EQNkY0DAaDwRA2RjQMBoPBEDZGNAwGg8EQNkY0DAaDwRA2MrsX/FJHRHqA0zHsohLojdNwUk2mvJdMeR9g3ku6Yt4LrFDVqsU2yjjRiBUR2amqO1I9jniQKe8lU94HmPeSrpj3Ej7GPWUwGAyGsDGiYTAYDIawMaJxPt9O9QDiSKa8l0x5H2DeS7pi3kuYmJiGwWAwGMLGWBoGg8FgCBsjGgaDwWAIGyMaNiJyo4gcFpFjIvKpVI8nUkTklIjsFZHdIrLTXlYuIo+IyFH777JUj3MuROS7ItItIvtmLJtz7GLxNftz2iMi21M38vP5/9s71xCrqiiO//75rLQkEzE1UlNKKB+ZGZr0Dg3UyECIEgrC3n3ogyGIfYne4YdI6IEWkZoaKhGYJQpJapqPUdFGi0rUKUNLMMtcfdhr9DDMnTnjPM6cWj843H3W3t7zX3edO8u97mafCr7MkXTAY7NV0sRM33Puyx5JdxWjun4k9Ze0RtIuSTslPe32UsWmAT9KFxdJXSVtlLTNfXne7QMkbXDNiyR1dnsXP6/2/iuaLcLM/vcH0AHYBwwEOgPbgKFF62qiDz8Al9axvQzM9PZM4KWidVbQPh4YCVQ1ph2YCHwGCBgDbChafw5f5gDP1jN2qN9rXYABfg92KNqHjL4+wEhvdwf2uuZSxaYBP0oXF/9su3m7E7DBP+vFwDS3zwMe9fZjwDxvTwMWNVdDzDQSo4FqM9tvZn8BC4HJBWtqCSYDC7y9AJhSoJaKmNk64Lc65kraJwPvW+JroIekPm2jtHEq+FKJycBCMztpZt8D1aR7sV1gZgfNbIu3/wB2A30pWWwa8KMS7TYu/tke99NOfhhwK7DE7XVjUhurJcBtktQcDZE0En2BnzLnP9PwTdUeMWCVpM2SHnFbbzM76O1DQO9ipJ0TlbSXNVZPeMnmvUyZsDS+eFljBOl/tqWNTR0/oIRxkdRB0lagBvicNBM6amanfEhW7xlfvP8Y0LM514+k8d9hnJmNBCYAj0san+20ND8t5frqMmt33gIGAcOBg8BrxcppGpK6AUuBZ8zs92xfmWJTjx+ljIuZ/WNmw4F+pBnQVW15/UgaiQNA/8x5P7eVBjM74K81wCekm+lwbXnAX2uKU9hkKmkvXazM7LB/0U8Db3O21NHufZHUifSH9kMzW+bm0sWmPj/KHBcAMzsKrAFuJJUCO3pXVu8ZX7z/YuBIc64bSSOxCRjsKxA6k34wWlGwptxIulBS99o2cCdQRfJhug+bDiwvRuE5UUn7CuBBX6kzBjiWKZW0S+rU9e8hxQaSL9N8hcsAYDCwsa31VcJr3+8Cu83s9UxXqWJTyY8yxkVSL0k9vH0+cAfpN5o1wFQfVjcmtbGaCnzps8Nzp+jVAO3lIK382EuqD84qWk8TtQ8krfbYBuys1U+qXX4BfAesBi4pWmsF/R+RygN/k+qxD1fSTlo98qbHaQcwqmj9OXz5wLVu9y9xn8z4We7LHmBC0frr+DKOVHraDmz1Y2LZYtOAH6WLC3At8K1rrgJmu30gKbFVAx8DXdze1c+rvX9gczXENiJBEARBbqI8FQRBEOQmkkYQBEGQm0gaQRAEQW4iaQRBEAS5iaQRBEEQ5CaSRhA0gqSemZ1QD9XZGXV9C15niqTZDfRfI2l+S10vCM6FWHIbBE1A0hzguJm92grvvR6YZGa/NjBmNfCQmf3Y0tcPgjzETCMImoGk4/56s6S1kpZL2i/pRUn3+7MPdkga5ON6SVoqaZMfY90+BDhZmzAk3Sepyp+bsC5zyZWkHQuCoBAiaQRByzEMmAFcDTwADDGz0cA7wJM+Zi7whpldD9zrfQBjgS2Z95oN3GVmw4BJGfs3wE2t5kEQNELHxocEQZCTTeZ7LUnaB6xy+w7gFm/fDgzNPNLgIt99tQ/wS+a9vgLmS1oMLMvYa4DLWkd+EDROJI0gaDlOZtqnM+enOftdOw8YY2Z/Zv+hpBOkHUgBMLMZkm4A7gY2S7rOzI6Q9hI60Ur6g6BRojwVBG3LKs6WqpA03Ju7gSsz9kFmtsHMZpNmILVbdQ/h7G6sQdDmRNIIgrblKWCUPy1uF+k3EIB1wIjMozhf8R/Qq4D1pB2MIZW5Pm1TxUGQIZbcBkE7QdJcYKWZra7Q3wVYS3pK46n6xgRBaxMzjSBoP7wAXNBA/+XAzEgYQZHETCMIgiDITcw0giAIgtxE0giCIAhyE0kjCIIgyE0kjSAIgiA3kTSCIAiC3PwLifRSSUUpjHIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(cwtmatr.shape[0]/5):\n",
    "    plt.figure()\n",
    "    plt.plot(cwtmatr[i].tolist())\n",
    "    plt.ylabel('Coefficients')\n",
    "    plt.xlabel('Time(s)')\n",
    "    plt.title(str(i+1)+'. row of CWT Coefficient Matrix')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In here, we will use the first row of the CWT coefficient matrix that gives the best time resolution. To get rid of dealing with minus values, square of this column as used to calculate mean. The obtained mean is used as the threshold to obtain most frequently changed points in ECG signal. Note that we used the threshold to only define the times that frequency is high."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "square_cwt_c0=[v**2 for v in cwtmatr[0].tolist()]\n",
    "threshold=np.mean(square_cwt_c0)\n",
    "marks=[]\n",
    "for i,v in enumerate(square_cwt_c0):\n",
    "    if v>threshold:\n",
    "        marks.append(i)\n",
    "\n",
    "plt.figure(figsize= (16,12))\n",
    "plt.ylabel('Electrical activity')\n",
    "plt.xlabel('Time(s)')\n",
    "plt.plot(df['time'],df['ECG'],'-gD', markevery=marks)\n",
    "plt.title('ECG signal at '+str(frequence) +' Hz')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The points that changes high frequently on ECG signal is obtained We will just need to find out peaks now. If the previous point and the next point lower than current point, the current point is a peak."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4  beats in  2.99 seconds\n"
     ]
    },
    {
     "data": {
      "image/png": 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8zy5zdgFIqlLGTDdmAAAOWBTo9mf6JUn9mX4CXiAGmXxG3enuQmaXMmYAUrGMuZtuzAAAHKzKQDdCwAu0Ht2YCwh2gaJsPqtsPjsss0uwCwDAgbni9itGBLqR/ky/rrj9iphXBIQjCnaZswtAUmG/rqRhe3bpxgwAwIH51vnfUtrSVV/r6e7R9RddH/OKgHBkcplCN2YaVAGQyoLdbroxAwBwsK5dfa1yLjci4O3p7tGdl96pJXOXeFoZ0PmGlTGT2QUwkBmQJMqYAQAYBf/5+//UlYuu1DVvu6b0PQJdIB6MHiog2AWKBrKFYHdYGTPdmAEAOCDZfFaHjj9Up7/mdEnSjJ4ZBLpATDL5DJldEewCJcPKmOnGDCTSvevu1Zxr5tDlFfDMOaecy6kr1VV6gPzdi75LoAvEJJvPlvbsMmcXAGXMQMJFY07W71rPWBPAs6hssjzY5ZoKxIfRQwUEu0BR1TJmujEDiVA5z5M5noBfUSaJYBfwI5PL7NuzSxkzgKiMeVzXOLoxAwlSGehGCHgBf8qD3XSq0I2ZayoQn2w+q+50d2HOLpldAFEZ8/ju8TyFBhLkituvGBHoRvoz/bri9itiXhEAMruAX4weKiDYBYroxgwk0/UXXa+e7p6qr/V09+j6i66PeUUACHYBf3L5nJwco4dEsAuUDCtjphszkBhL5i7RnZfeOSLgZZ4n4A/BLuBPdP51p7rJ7PpeANAuKGMGkmvJ3CW69T23lr4m0AX8ItgF/KncM09mF8C+Obt0YwYS6U1HvUlSoTqDQBfwi2AX8CeTz0hSac8uc3YBlPbs0o0ZSKbo4v76ma8n0AU8I9gF/CmVMae7GT3kewFAuxjIDChtaXWnu7kwAwkUXdz3DO3xvBIABLuAP8PKmI0yZgAqlDGP6xonSXRjBhIokytkdgl2Af+qBbshZ5eAOJWff12prqDPPYJdoGgoN6Qx6TGSRDdmIIHI7ALtg8wu4E/08LfUjZnMLoBo+LYkLsxAAhHsAu2DYBfwZ0Q3ZjK7AHIup3QqLYlgF0iiqEFVX6aPcxfwjGAX8Ic9u/sQ7AJFuXxuRGaX0UNAcpSPVujP9HtcCQCCXcCfYaOHyOwCkKSsyypthcwuo4eA5In2KEmUMgO+EewC/gwbPcScXQBSIbNLGTOQXOUX892Duz2uBADBLuDPiD27lDEDyLkqZcyMHgISIyrbksjsAr4R7AL+RJVOpT27lDEDyObLypgZPQQkTnlml2AX8ItgF/CnVMac6iaz63sBQLugjBlINvbsAu2DYBfwp/z8i6oWQz3/CHaBoqplzHRjBhKDzC7QPgh2AX+GdWMuVi2GWspMsAsUDStjphszkDjs2QXaR+WcT4lrKhCXYd2Yi1WLoZYyE+wCRZQxA8lGZhdoH2R2AX+qPWwiswsEjm7MQLKxZxdoHwS7gD/DujEXEzmhztol2AWK6MYMJBuZXaB9EOwC/gzrxmyUMQMQZcxA0hHsAu2jPNjlATIQr2FlzCnKmAGIbsxA0tGgCmgf5TfbUuG6SrALxKNqN2Yyu0DY6MYMJFt0cz1pzCTtyRDsAj4R7AL+lHdjjs5BMrtA4ChjBpItashx6PhDtXtwt+fVAGEj2AX8qVrGTGYXCBvdmIFkiy7uh447lDJmwLNqwW6oN9tA3Bg9tA/BLlBEN2Yg2aI9SoeOJ9gFfCOzC/gTVTp1p7rJ7PpeANAuKGMGki26uT5k3CEEu4Bn0fkYPUQm2AXiUy2zy5xdIHB0YwaSrbRnlzJmwLuoWiqqlCLYBeLD6KF9CHaBIroxA8kWXdynjJ1CsAt4ls1nSw+QJYJdIE6MHtqHYBcooowZSLZMPqOuVJcmjZ2kPUN7aDAHeESwC/hTXllBZheApOKF2ejGDCRVdHM9ccxEOTkNZAd8LwkIFsEu4E/5+Veas0tmFwhbzu3L7NKNGUie8mBXEqXMgEcEu4A/mVymdP4xegiApGIZs1HGDCRVJpdRd6qbYBdoAwS7gD/ZfFbd6W5JYvSQ7wUA7aL8wkw3ZiB5yOwC7YNgF/Cn/PwjswtAUkUZM92YgcTJ5DPqTpPZBdpBZbCbtjTXVCAmUcNGaV9mlzm7QOAoYwaSrTKzu3twt+cVAeEiswv4k81n1Z0qljEzegiAVKOMmW7MQGJk8uzZBdoFwS7gz7AyZkYPAZDoxgwkHXt2gfZBsAv4M6yMmcwuAIkyZiDpMjn27ALtgmAX8Ke8G3Npzi6ZXSBceZeXk6MbM5BgZHaB9kGwC/hTtYyZzC4QruhpF92YgeSK9uyO7xqvlKUIdgGPCHYBfzK5KmXMZHaBcEVPuyhjBpIrurk2M00cM5FgF/CIYBfwZ1g3ZjK7/pjZdWa21cyerPG6mdnXzOw5M1tjZgvjXiPCEM0eoxszkFzlN9cEu4BfBLuAP8PKmI05uz59T9Lb6rz+dknHFT8+JOmbMawJARpRxkw3ZiBxogZVUjHYzRDsAr5UC3ZDzSwBcWP00D5eg13n3H2SdtT5kYsk/Zsr+LWkQ8xsZjyrQ0goYwaSj8wu0D7I7AL+MHpoH9+Z3UaOlLSh7OuNxe8Bo6pmGTPdmIHEiBpUSQS7gG8Eu4A/5aOHyOx2ADP7kJmtNrPVvb29vpeDBKIbM5B8ZHaB9kGwC/hTbc8umd32tEnS7LKvZxW/N4xz7tvOuUXOuUXTp0+PbXHoHJQxA8lXuWd39+BuzysCwkWwC/hTPnoo+ieZ3fa0QtIHil2Z3yBpl3Nus+9FofPQjRlIvmGZ3W4yu4BPBLuAP4we2qer8Y+0jpndJOktkqaZ2UZJn5PULUnOuW9JukvSOyQ9J6lf0hV+VopORzdmIPnYswu0D4JdwJ+qZcyBZna9BrvOuUsbvO4kfSSm5SBglDEDyVdtz65zrvTwCkB8CHYBf4Z1Y04xZxcIHt2YgeTL5IZndnMup8HcoOdVAWEi2AX8GVbGTIMqAJVlzGR2geSpzOxKopQZ8IRgF/BnWBkzo4cAVJYxM3oISJ5Mfng3ZolgF/ClMthNp9JcU4GYlHdjJrMLgG7MQAcov7meNHaSJIJdwBcyu4A/2Xy29PCXzC4AypiBDlCtjJlZu4AfBLuAP+XnX8pSMhmZXSBkI8qYGT0EJE55g6ox6TGF7+UzPpcEBItgF/CnvBuzVEjmkNkFAlZZxiwV9u1yYQaSIe/ycnIjtiKEenEHfCPYBfwp78YsFZI5ZHaBgFWWMUuFCzOjh4BkyOQKGdzSHqVilQY310D8nHPKuRzBLuBB3uWVd/kRmV3m7AIBqyxjlgqlzFyYgWSo1WQu1CfZgE/ReUewC8SvWrVi2ihjBoJW7Q8DF2YgOaK9uVHZFk3mAH+4pgL+VA12U5QxA0GrWcbM6CEgESov7tG5zM01ED+CXcCf6PyLtvVIZHaB4FUtY6ZBFZAYlXt2aVAF+EOwC/hDZnc4gl1AXJiBpBuR2aVBFeBNrWsqD5+A1ose/paff12prmDPP4JdQHRjBpKu1p7dUJ9kAz7xABnwp1TGzOghSQS7gCS6MQNJx55doH0Q7AL+UMY8HMEuIC7MQNJVNuRgzy7gD9dUwJ+o0qly9BBzdoGA0Y0ZSLbKPUqMHgL8IdgF/KnajTlFN2YgaHRjBpKNBlVA+6ga7IpgF4hD1TJm9uwCYeMpNJBsNKgC2gfXVMCfat2YyewCgaMbM5BsNKgC2gfBLuAP3ZiHI9gFtC/7U35hphszkBzRk2waVAH+EewC/lQ7/5izCwQu+sNQvmeXCzOQHOzZBdpHrdEnnI9A61XtxszoISBsdGMGko09u0D7ILML+FO1G7OxZxcIWtUyZpny4sIMJEHlzTWjhwB/CHYBf2pVVjBnFwgYZcxAslXu2aVBFeAPwS7gT9VuzDSoAsJGGTOQbLUyu6GWbQE+EewC/tTK7IZ6PSTYBbSvjLk8s0s3ZiA5Kkct0KAK8IdgF/CH0UPDEewCKvxhSFlKZlb6HhdmIDkqu0/SoArwh2AX8KdmN2Yyu0C4cvncsKyuVCxjFmXMQBJUdp9kzy7gT3RTTbALxK9qGTOZXSBsOZcb9kdBKnZj5sIMJEJlQw727AL+kNkF/Kl2/nWluoK9HhLsAir8YShvTiVxYQaShNFDQPsg2AX8qVZZkU6R2QWCVrOMmW7MQCJEe5RoUAX4VyvYdXJcV4EWK43TLEvipI05u0DQqpYx040ZSIyao4cCfZIN+FQr2JV4AAW0WnTdo0FVAcEuIMqYgaSL9uxGDarMjH33gCcEu4A/pcyuDc/shvrwl2AXEN2YgaSrdXMd6pNswCeCXcCf6Lo3rIyZzC4QNroxA8mWyWeUslTphloqXNw5h4H4EewC/lQtYyazC4SNMmYg2bL57IgHVilLBXtxB3wi2AX8qVnGTGYXCFfO0Y0ZSLJMLlPqxBzhgRXgB8Eu4E+10UNdqa5gH/4S7AIq/GGgGzOQXNUyu2mjjBnwgWAX8Kfq6CH27AJho4wZSLZsPlvqxByhQRXgR60ySolgF2i1nMvJZMN7WDBnFwhbzTJmujEDiZDJZ0ZmdmlQBXiRzWeVtrTMrPQ9MrtAPKolcNIpGlQBQataxkw3ZiAxsvls1T27oV7cAZ9qNYyTCHaBVqs2TpMGVUDgKGMGkq1qZpc9u4AXBLuAP9XGaZLZBQJHN2Yg2WqOHgr0STbgE8Eu4E/VMmYyu0DY6MYMJFsml6naoIpzGIgfwS7gT7V7WjK7QOAoYwaSrerooVRaeXEOA3Ej2AX8iRrElYvOxxDPP4JdQHRjBpIuk89Ub1AVaNkW4BPBLuBPzuWqljFLCvKaSLALqHrJB5ldIDmqZnZpUAV4kXUEu4AvtSqdotdCQ7ALqHoZM6OHgOSotWc31D1KgE9kdgF/qlUrljK7AV4TCXYB0Y0ZSLqae3a5sQZiR7AL+FOrQVX0WmgIdgFRxgwkXTafZc8u0CbqBbshZpaAONUaPSSFef4R7AKqUcbM6CEgMTL5DA+sgDZBZhfwJ+fI7JYj2AVEN2Yg6bL57Ig9uzSoAvwg2AX8qTZ6iMwuEDjKmIFky+SqZ3ZDvLADvhHsAv7k8iNHD0XnI5ldIFB0YwaSrdqeXRpUAX4Q7AL+1C1jDvABMMEuILoxA0lXa89uiE+xAd8IdgF/6pUxM2cXCBRlzECyVR09xJ5dwAuCXcAfRg8NR7ALqPpTMLoxA8mRyWWqjh7iHAbiR7AL+MPooeEIdgEVy5hTI8uYuSgDyVDr5jrECzvgW9VKi+I1lusq0FrVtuaR2QUCV6uMmdFDQDJk8pmRo4doUAV4QWYX8KfWth6JzC4QrKplzHRjBhKjZmY3wKfYgG8Eu4A/1UYPkdkFAkcZM5BsVUcP0aAK8IJgF/Cn6ughMrtA2GqWMTN6CEiETK7G6KEAL+yAbwS7gD/VqhWj85HMLhAoujEDyeWcU87l2LMLtAmCXcCfeqOHmLMLBKpqGbMoYwaSILp4MysbaA8Eu4A/jB4ajmAXwYsuvHRjBpIpCnarzdkNsWQL8I1gF/CH0UPDEewieNGNMmXMQDJl8hlJIx9Y0aAK8INgF/CH0UPDEewieNFTLroxA8lUyuymq2R2A7ywA74R7AL+MHpoOIJdBC+6GaYbM5BMmVyNzC4NqgAvCHYBf3Iupy4jsxsh2EXwapYxizJmIAnqNagK8Sk24Fu9YJdzEmitqg2qyOwC4aKMGUi2aM9uZYMq9uwCfpDZBfypNnqoNGeXzC4QnrplzHRjBtoeo4eA9uGcI9gFPMrmsyO7MRtzdoFg0Y0ZSLZozy4NqgD/6o3zK38dQGvkHA2qyhHsIniUMQPJViuzSxkzEL96lRYSwS7QatXKmGlQBQSMbsxAspVGD6WqZHYDfIoN+FSrWopgF4hH1TJmMrtAuOjGDCRb1KCK0UOAf2R2Ab9yjsxuOYJdBI8yZiDZSpld9uwC3hHsAv4455R3efbsliHYRfDoxgwkW9Sgij27gH/19tBLBLtAK0X3tLW6MYf4AJhgF8GjGzOQbPX27HIOA/Eiswv4U+v8K83ZJbMLhIcyZiDZau3ZpUEVED+CXcCfWve00dfM2QUCRDdmINlq7dmlQRUQP4JdwJ9a97SUMQMBq9eN2ckR8AJtrtZtlqrUAAAgAElEQVSeXRpUAfEj2AX8qXVPS4MqIGD1ypgl0aQKaHP1GuJwYw3Ei2AX8Ce6pyWzuw/BLoJXr4xZEpldoM1Fe3arNagK8Sk24BPBLuBPKbPL6KESgl0Er143ZokLM9DuamZ22bMLxI5gF/CH0UMjEewieI3KmLkwA+2tVoOqaFY21RlAfAh2AX9qljGT2QXC1bCMmT27QFur16BK4uYaiBPBLuBPrTLmlKVkMjK7QIjqdWOWuDAD7a6U2a3Ysxud05zDQHwIdgF/aiVwpEIAzJxdIECUMQPJFjWoqnVzHeKTbMCXRsEu5yPQOrUSONH3KGMGAkQ3ZiDZau3ZjR5g8cAKiA+ZXcCfWnt2pcI1McSHTQS7CF6tp2BcmIFkaLRnN8Qn2YAvBLuAP7X27EpkdoFg1SpjZvQQkAzs2QXaB8Eu4E+t0UNSuOP4CHYRPLoxA8kW7dmNztkIN9dA/Ah2AX/qlTGnLEUZMxAiypiBZMvms+pOdZeqMSI0xAHiR7AL+NOojDnE849gF8GrWcbM6CEgETK5TM1mHBLnMBCnWsEuW4OA1qs3eihlKfbsAiGiGzOQbNl8tuaFXaJBFRCnWsGuFG5mCYhL3dFDdGMGwkQZM5BsmXxmxNghiQZVgA/1gt2UpTgfgRaqVa0ohXv+EewieHRjBpKtYWY3wCfZgC8Eu4A/jSorQrweEuwieHRjBpItalBViT27QPwIdgF/GD00EsEugkcZM5BsmXz1BlWcw0D8CHYBfxqOHgqwhwXBLoJHN2Yg2bL5bNU9uzSoAuJHsAv4w+ihkQh2EbxGMwHpxgy0t5qjh2hQBcSOYBfwp+HoIfbsAuGptb+BEkggGWrt2aVBFRA/gl3An0ajh0I8/wh2EbyoxDG6MY7QjRlIhlp7dmlQBcSvXhklwS7QWo1GD4W4rYdgF8HL5rNKW7oU3EboxgwkQyZXfc4ue3aB+GXzWaUsNeIBskSwC7RavTJmRg8Bgcq5XM0nYBJZIaDdZfKZ6qOH2LMLxK7W3GuJYBdotXplzKGefwS7CF4un6v6R4FuzEAy1Lq55oEVED+CXcCfeqOH0ql0kJVOBLsIXqMbZboxA+2tYRlzgGVbgC8Eu4A/jB4aiWAXwaOMGUi2mmXMNKgCYtco2OXhE9A6tSaMSOGefwS7CF7NMma6MQOJQIMqoH2Q2QX8qTf6i9FDQKDY7wckGw2qgPZBsAv4w+ihkQh2EbxGZcyMHgLaWzafZc8u0CayjmAX8KXR6KEQzz+CXQQv5+jGDCRZJpepWbIlcQ4DcSKzC/jTaPRQiA9/CXYRPMqYgWSrVcbMOQzEj2AX8KdeGTN7doFA5fINypgZPQS0tUyufrAb4h4lwJdMLlM1qySFe7MNxCWbz8pkpetfOfbsAoGqWcZMN2YgETL56t2YaVAFxK/WHnqJzC7QarX60EiFayJlzECAKGMGkq1hZjfAizvgS61tBRLBLtBq9bYRhFpZQbCL4DUsY6YbM9DWal3caVAFxK/W3GuJYBdotVy+erWiRBkzECy6MQPJVquMmT27QPzI7AL+5FyudmaX0UPxM7O3mdlaM3vOzD5V5fXLzazXzB4rfvypj3Wis1HGDCSXc66wR5BuzEBbILML+JPNZ2vu2Q119FD10D8GZpaW9H8lnSdpo6SHzWyFc+7pih+9xTl3VewLRDDoxgwkVzRTkAZVQHvI5DOamJpY9TWCXaC1cvk6mV327MZusaTnnHPPO+eGJN0s6SKP60Gg6MYMJFcmn5EkGlQBbYLMLuBPNp9lz24Fn8HukZI2lH29sfi9Su82szVm9hMzm13tjczsQ2a22sxW9/b2tmKt6GCUMQPJFWV2aVAFtId63WAJdoHWajR6KMTzr2Gwa2Y/NbPzzapMJ269OyTNcc6dLOkXkr5f7Yecc992zi1yzi2aPn16rAtE8tGNGUiuTK6Y2aVBFdAWaFAF+FOvQVWoe3abCWCvlXSZpGfN7EtmNn+Ujr1JUnmmdlbxeyXOue3OucHil/8q6fWjdGyghG7MQHLVK2Nmzy4QP8qYAX/qlTGnLR3kw9+Gwa5zbqVzbrmkhZJekLTSzH5lZleYWfW/Zs15WNJxZjbXzMZIukTSivIfMLOZZV8uk/TbgzgeUBVlzEByNZXZDfBJNuALmV3AHxpUjdRUabKZTZV0uaQ/lfSopH9WIfj9xYEe2DmXlXSVpP+nQhD7I+fcU2Z2tZktK/7Yx8zsKTN7XNLHimsARhXdmIHkaqZBVYgXd8CXTI5gF/CF0UMjNRw9ZGb/Lmm+pB9IutA5t7n40i1mtvpgDu6cu0vSXRXf+/uyzz8t6dMHcwygEboxA8lVd/QQDaqA2GXy9cuYQyyjBOJS655WCrdBVTNzdr9TDEpLzGysc27QObeoResCYkMZM5BcURlzvXOYm2sgPmR2AX8adUMP8XrYTBnzF6t874HRXgjgC92YgeSiQRXQXhg9BPhT655WCnfPbs3MrpkdocLc2/FmdppUbE0rTZbUE8PagFjQjRlILhpUAe2lURkz11SgdRg9NFK9Mua3qtAQapakr5Z9f7ekz7RwTUCsKGMGkqtuZpc9u0DsKGMG/Gk0eijE869msOuc+76k75vZu51zt8a4JiBWdGMGkqupzG6Ae5QAH3L5nJwcmV3Ak3qjh0Lds1uvjPn9zrkfSppjZn9Z+bpz7qtVfg1IHLoxA8kVdWOmOgPwr16lhRRuZgmISzaf1diusVVfS6fSlDFXmFD858Q4FgL4QhkzkFw0qALaR71KC4nMLtBqjB4aqV4Z878UP73WOdcb03qA2OXy1f8w0I0ZaH80qALaR6PMLsEu0FqNuqFLhQfA0echaObf9Jdm9p9m9j/M7NCWrwiIWa3OdWR2gfZHgyqgfdTbViAR7AKt1mj0kBTeNbFhsOucmyfps5JOlPSImd1pZu9v+cqAmGTz2ap/GBg9BLQ/GlQB7YMyZsCvRqOHpPCuiU3lsJ1zDznn/lLSYkk7JH2/pasCYtSwjJluzEDbokEV0D4oYwb8ajR6SArvmtgw2DWzyWb2QTP7maRfSdqsQtALdATKmIHkaubmmj27QDzI7AJ+NRo9JIXXx6JeN+bI45Juk3S1c+6BFq8HiF3NMmZGDwFtj5troH2Q2QX8qnVPK4W7Z7eZYPcYRx0nOpRzTnmXpxszkFDM9QTaBw+fAL/qjR4Kdc9uzWDXzK5xzn1c0gozG3G375xb1tKVATGILrqUMQPJ1MzNdWgXdsAXMruAX/XKmKMgmDLmfX5Q/OeX41gI4EPU3IZuzEAyNRp1kk6R2QXiwughwK96DapCTeLUDHadc48UPz3VOffP5a+Z2V9I+u9WLgyIQ/R0i27MQDLRoApoH5QxA37VGz0UJXZCq3ZqZvTQB6t87/JRXgfgRXTCU8YMJFOjm2v27ALxoYwZ8Ktug6pARw/V27N7qaTLJM01sxVlL01SYdYukHh1y5jpxgy0vejmul7ZVmhPsQFfmtpDT6UF0DK5fBMNqgI7B+vt2Y1m6k6T9JWy7++WtKaViwLi0lQZM92YgbaVyWXUneouPZyqRCYJiA+ZXcCvbD7bsIw5tHOw3p7d9ZLWm9lySS855/ZKkpmNlzRL0guxrBBoIcqYgWTL5DM1s0gSDaqAOLFnF/Ar53I1y5hDHT3UzJ7dH0kq/8uUk/Tj1iwHiBfdmIFkq/cUW6JsEohTlNmlGzPgRzOjh0I7B5sJdrucc0PRF8XPx7RuSUB86MYMJFtUxlwLDaqA+EQPkCljBvxoZvRQaA+Amwl2e81sWfSFmV0kaVvrlgTEhzJmINkalTGT2QXiQ3d0wJ+8y8vJMXqoQr0GVZEPS7rBzL4hySRtkPSBlq4KiAndmIFky+QbZHbZswvEhgZVgD9RENtoz25o52DDYNc593tJbzCzicWv97R8VUBM6MYMJFsm10RmN7Cn2IAvNKgC/Kl3T1v+/dCqnZrJ7MrMzpd0oqRxUbbLOXd1C9cFxIIyZiDZmmlQxTkMxIPMLuBPvXtaKdzRQw337JrZtyS9T9JHVShjfo+ko1u8LiAWdGMGkq1hGTN7BIHYkNkF/Kl3TysxeqieM51zH5D0inPuC5LeKGlea5cFxINuzECyNVXGHFjJFuBLM6OHJK6rQCtE1zpGDw3XTLA7UPxnv5m9RlJG0szWLQmID2XMQLLRoApoH82MHpK4rgKtUMrsMnpomGb27N5pZodI+j+SfiPJSfpOS1cFxIRuzECy0aAKaB9RGXOjzG7e5ZVW9RtyAAemUTfmUPfsNtON+R+Kn95qZndKGuec29XaZQHxaNS5zmTB/VEAkqRRgyr27ALxyeQz6kp1lR4WVyKzC7ROlMBp9LAptAfATXVjjjjnBiUNtmgtQOwada5LWYrRQ0Aby+QzGt81vubr7NkF4pPJ1d9WQLALtE6zo4dCO/+a2bMLdKxGnevMyOwC7ayZMmbOYSAemXzj81EK72YbiEMzCRwpvD27BLsIWqOnYNwoA+2NBlVA+yCzC/jTKIETfZ8y5iIzW1jvF51zvxn95QDxamZ/AyMSgPZFgyqgfTTaQ0+wC7QOo4eqq7dn9yt1XnOSzh3ltQCxizpHjkmPqfo6DaqA9tYws0uDKiA2lDED/jB6qLqawa5zbkmcCwF8GMoNSaod7FLGDLS3ZjJJmXwmxhUB4Wr08CnUm20gDoweqq6pbsxmdpKkEySNi77nnPu3Vi0KiEsU7NZ6Ek03ZqC9NSpjTqfSGswxRACIQzPbCqTwbraBODB6qLqGwa6ZfU7SW1QIdu+S9HZJqyQR7CLxGmV26cYMtLdmMkmhXdgBX5rN7HJdBUYfo4eqa6Yb8x9J+gNJLzvnrpB0iqQpLV0VEJOovJEyZiCZmun+yjkMxIPMLuAPo4eqaybYHXDO5SVlzWyypK2SZrd2WUA8mtmzSzdmoH01aohDgyogPmR2AX+aHT0U2vnXzJ7d1WZ2iKTvSHpE0h5JD7R0VUBMGpYx040ZaGvNNKgK7Sk24Euj8zHUm20gDo1GD7Fntwbn3JXFT79lZj+XNNk5t6a1ywLiUWpQVeNJNCWQQHtrVMacTpHZBeJCGTPgT6PRQ9H3Q3sA3LCM2czeZWZTJMk594KkF83sna1eGBCHpsqY6cYMtCXnXFNzPUN7ig34Qhkz4A+jh6prZs/u55xzu6IvnHM7JX2udUsC4pPJZZSyVM0/DHRjBtpX9HS6bmaXPbtAbMjsAv5QxlxdM8FutZ9paj4v0O6GckM1s7oSZcxAO8vkCt3UG2Z2AyvZAnwhswv402wZc2jnXzPB7moz+6qZHVv8+KoKjaqAxGsm2KUbM9Ceogt7owZVoV3YAV/I7AL+MHqoumaC3Y9KGpJ0S/FjUNJHWrkoIC5DuaG6T6FNpry4KAPtKJqTTYMqoD2Q2QX8YfRQdc10Y+6T9KkY1gLEjjJmILmaLmMObH8S4Eszo8Ck8G62gThEGdtaZcyh7tmt+RfJzK5xzn3czO6QRrajdc4ta+nKgBhk8hnKmIGEaiqzS4MqIDaUMQP+NNraE+qe3XqZ3R8U//nlOBYC+EBmF0guGlQB7YUyZsCfRqOHQt2zWzPYdc49YmZpSR9yzi2PcU1AbIZyQ3VvlBk9BLQvMrtAe8nkCHYBXxqNHoqC4NDKmOs2qHLO5SQdbWa1U19AgjXVjXlkFT+ANtBsN+bQLuyAL5k8ZcyAL41GD4V6/jUzL/d5Sb80sxWS+qJvOue+2rJVATFpZs9uaH8UgKRotoyZcxiIB5ldwJ9Go4eiIJgy5pF+X/xISZpU/B6pLnSERpldE2XMQLti9BDQXsjsAv4weqi6ZoLdp51zPy7/hpm9p0XrAWLVVBkz3ZiBtkSDKqB9OOeaHj3E1gJg9DF6qLq6e3aLPt3k94DEGcoNNSy5Cu0JGJAUNKgC2kd0o00ZM+BHoz4WoZ5/9ebsvl3SOyQdaWZfK3tpsqRsqxcGxKFhGTPdmIG2RYMqoH00W2khhXezXU/e5bV592ZJhXuOmRNnysw8rwpJ1Gj0kBRmtVO9MuaXJK2WtEzSI2Xf3y3pf7VyUUBcMrnGDaroxgy0p2ZurtmzC8SjmUoLgt3htvdv1/k3nq8HNz1Y+t5nz/6s/uHcf/C4KiRVo9FDUpjVTvXm7D4u6XEz+3dJfcUxRCrO3h0b0/qAlmpmz25ofxSApGj25jq0p9iAD2R26xvIDOiSWy/RKYefoo8u/qiy+azO+8F5em7Hc/rSH3xJh40/TNc/dr2+9/j39IUlXyj9twKa1Wj0kBRmtVMzDar+U9JSSXuKX48vfu/MVi0KiMtQbqjuhZluzLWt2bJG9667Vx845QM6dPyhvpeDADF6CGgfze6hl8IMdu9bf59WrF2hFWtX6Mu/+rIOGXeIXh18VXctv0vnzj1XkjRp7CRdeuulum/9fXrLnLf4XTASJ5fPKWWpumXw6VQ6uAfAzTw2GueciwJdFT/vad2SgPgM5YY0JkU35kae3Pqk+oZKY7a1c+9OXXDjBfr4//u4jrrmKP31f/61tvdv97hChIgGVUD7ILNb38rnV2pMeowe+dAjuuSkS9TT3aO7P3B3KdCVpGXzl2nimIm6Yc0NHleKpMrms3WzulKYD4CbCXb7zGxh9IWZvV7SQOuWBMSHMubanHO669m7dPb1Z2vBNxfonO+do2392+Sc05//x59r857N+sG7fqBl85fpq7/+qv5kxZ/4XjIC02yDKinMm2sgTpyP9a1ct1Jvmv0mLZy5UNdddJ2e+9hzOmPWGcN+pqe7R+86/l36yW9/osHsoKeVIqlyLle3OZVUeAAcWhlzM8HuxyX92MzuN7NVkm6RdFVrlwXEI5Ov36Aq5G7MV9x+hc6/8Xyt37lenzzzk3q692mdc/05+soDX9HNT96sz7/583r/ye/XDRffoE+88RO669m7tK1/m+9lIyDNNqiSwry5BuJEg6raevt69djLj2npMUsb/uxlCy7Tzr079bPnfhbDytBJcvlc3YdNUphNGxsGu865hyUdL+nPJX1Y0uucc4/U/y0gGZrJ7IbYjfnhTQ/r+49/Xx9b/DH9/mO/1z+d90/6+fKfa8OrG/TXv/hrnXXUWfrUWZ8q/fzyk5crm8/qR0/9yOOqEZr9ubkO7Ul2pWe3P6sr/+NK9fb1+l4KOhRlzLXds+4eSdIfzP2Dhj+79Jilmt4zXTc8QSkz9k+zZczs2a1gZj2S/kbSXzjnnpQ0x8wuaPnKgBg0alAVahnzZ+75jKb1TNMXz/1i6b/Pm+e8Wfd84B69+3Xv1g/f9cNhpTInH36yTppxkm584kZfS0aAmsrsBtwQp9yXVn1J31z9Tb35e2/Wplc3SZIGs4O6+cmbdc2vr9E1v75G33nkO6VSVGB/kdmtbeXzKzVl7BS9/jWvb/izXakuve/E9+mOtXfo1cFXY1gdOkXONZHZDbCPRTPdmK9XYc7uG4tfb5L0Y0l3tmpRQBxy+ZzyLl+/jDnAbswrn1+plc+v1DVvvUaTxk4a9trpR56un7z3J1V/77KTLtNn7vmMXtj5guYcMieGlSJ0+5XZDehJdt9Qn7pSXRrbVZgSuDe7V7f+9la9YdYb9NTWp3T29WfrTxf+qa59+Fpt2r1p2O8eOflIveO4d/hYNhKOzG51zjn94vlfaMncJQ0DkchlCy7TNx7+hu5Ye4eWn7y8xStEp8jmsw337IY4eqiZPbvHOuf+t6SMJDnn+iXV7mkNJER0o9ywjDmgbszOOX367k/rqClH6cOLPrxfv3vpgkslSTc9cVMrlgaMwM11def+27m6+EcXl76+69m7tGtwl77wli/o7g/crV2Du/S39/yt5k2dp58v/7le+ZtXtPF/bZTJ9JvNv/G4ciQZmd3qnn/lea3ftV5L5zberxs5Y9YZOnzC4brjmTtauDJ0mlw+17CMOcQ9u808Yhoys/FSYeOimR0riRZxSLyh3JCkxsFuSGV9t/3uNq1+abWuv+j6UlaoWXMOmaM3zX6TbnjiBn3qrE/VnfMGjIZmur+G1qBqe/92PbTpIUmFfYLnzj1XNz5xo2ZMmKFz556rrlSXfvOh32jHwA6dNvO00u8dMu4Qvfaw1xLs4oDx8Km6u9fdLUlNNaeKpCylC+ZdoB8//eOGvUWASNZlG1YPsGe3us9J+rmk2WZ2g6S7JX2ypasCYtBMsBtaN+ZrHrxGcw+Zqz8++Y8P6PeXL1iup3qf0pota0Z5ZcBINKga6VcbfiVJGpseq0/f/Wnt3LtTdz5zpy458ZLSTdDRhxw9LNCNLJy5UI++/Gis60XnYPTQPmu2rNGH7/ywPnTHh3TNr6/RrMmzNG/qvP16j2Xzl+nVwVd1//r7W7RKdJpcvsnRQwS7wznnfiHpYkmXS7pJ0iLn3H+1dllA60XBbqMb5VC6Ma/Zskb3rb9PV55+ZcM/lrW858T3qCvVRaOqgDjn9PCmh70cO8ok1c3sBtag6v4X71d3qltf+cOv6KFND+ny2y7XYG6wqX1/px1xml7Y+YJ2DOyIYaXoNJQx7/OVB76i7z76Xd35zJ3auXen/uz1f7bf1U5Lj1mqcV3jtGLtihatEp2mmQZVITZerRnsmtnC6EPS0ZI2S3pJ0lHF7wGJ1mwZcyh/FL7+4Nc1vmu8/uS0Pzng95jWM01vPfatuunJm4L57xa6VS+u0uJ/Xaz/fuG/Yz92Jp9RV6qr7k1kaA2qVr24Sqcfebr+bNGf6fhpx+v2tbfr2EOP1emvOb3h7y6cWbi0P/byY61eJjoQZcz73L/+fi2bv0wv/dVLeumvXtJnz/nsfr9HT3ePlh6zVCueWRFU7xAcuGZGD6VT6WAqnSL1MrtfqfPx5dYvDWit6MJMN2Zpx8AO3fDEDXr/ye/XYeMPO6j3Wr5guTa8uoHSq0Cs37VeUiHIilsml6mbRZLC2rM7kBnQ6pdW66zZZ6kr1aUvLvmipMI52UxWKSptZt8uDgSZ3YJNr27Sup3rdNbssw76vZbNW6YXdr6gp3qfGoWVIS6Lvr1IX3vwa7EfN5dn9FA1NYNd59ySOh/nxrlIoBWazeyG8ET1ukev00B2QFctvuqg32vZ/GWa0D2BUuZAbO3bKkl66KWHYj92Nt9cMw6ps2+uIw9tekiZfEZnH322JOni112sW/7oFn3izE809fvTeqZp1uRZ7NtNsB0DO3TprZeWzss4kdktiB78nXXUwQe7F8y7QJIoZU6QodyQHtn8iFY+vzL2Yzc9eiiQSqdIvTLmT5Z9/p6K1/6xlYsC4lDas9vgwtzJF2Wp8CTw2oev1TlHn6OTDz/5oN9vwpgJeufx7yx1kURni26qH9z4YOwPhjL5TN3zVwqrQVV0k33m7DMlFRrsvffE946Yl13PwpkL9ehmgt2kemDDA7r5yZv1k6erz0NvJTK7BateXKUJ3ROqNoHbXzMnzdTprzmdYDdBomvi071Px37snGP0UDX1ypgvKfv80xWvva0FawFiRTfmgntfuFfrdq7TlYuuHLX3XL5guV7Z+4p+9uzPRu090Z6iC/uWvi3a8OqGWI/dVBlzQA2q7n/xfp0046SD2opw2hGn6Xfbfqe+ob5RXBni0tvfK0leskr7k9nt5MzS/S/erzfMekPDqpNmXTT/Ij246UG9uOvFUXk/tNaWPVskFeYrD2QGYj12s9VOITz8LVcv2LUan1f7GkicpsuYO7wb8w1P3KDJYyfrouMvGrX3XHrMUk3rmaYbn6SUudP19vdqbLowkzma7xqX/crsdvDNtVTIXP9qw68Oep/gwpkL5eQYH5ZQvX2FYPeedffEfkPL6CFp195dWrNljc4+6uxRe89LTirknm5+8uZRe0+0TvQA2Mnpme3PxHrsZkcPder5V0u9YNfV+Lza10DiRCVXIXdjHsgM6Nanb9W7X/dujesaN2rv253u1vtOfJ9WrF1BhqjDbe3bqjfOfqPGpMf4CXZpUCWpMDps99Du0n7dA3XaETSpSrIos7trcJce2fxIrMemjLkw59rJjcp+3cixhx2rN8x6g2544oZRe0+0zpa+LaXP4y5lbnb0UKc//K1UL9g9xcxeNbPdkk4ufh59vSCm9QEt01QZc4d3Y/6PZ/9Du4d267IFl436e7/9tW/X3uze2G+4EK+tfVs1a/IsnXbEaXpw04OxHnt/GlR1etnW/S8Wup8f7E32rMmzNK1nGk2qEqq3v1eTx06WFH8pczNlzJ3+8GnVi6uUtrTOmHXGqL7v8gXLtWbLGj259clRfV+MvqiM2WSxB7vNjh7q1POvlnrdmNPOucnOuUnOua7i59HX9R+lAwlQalDV4Cl0J3djvuGJGzRz4kwtmbNk1N978ZGLJRUaF6Fzbe3bqhk9M7T4yMVa/dLqUiljHDK5xmXMoezZvfGJG3X8tON11JSjDup9zEynHXEamd2E6u3r1bGHHqtTjzg1/mCXzK5WbVilhTMXauKYiaP6vu898b1KW5opBwmwtW+rerp7dNzU4/T0tpgzu02UMbNnF4hZJpfxdtFrds9up16UXxl4RXc9e5cuOemShn8cD8T0CdM195C5XkbSIB59Q33qz/RrxoQZOuPIM9Sf6Y/1SXYzZcydfnMtSQ9velgPbnpw1JrMnXHkGVqzZY1e2v3SqLwf4tPb36vpE6Zr6dyl+uWGX6o/0x/bsUMfPTSYHdSDGx8c1RLmyIwJM3Tesefpxidu7OgH8J1gS98WHT7hcJ0w/QQvmd1m5uxSxgzEaMn3l+jiWy728sc7ujCH2o351t/eqqHckJYvWN6yY5wx64zY93EiPtH+wOkTppcy+XH+/24msxtCg6qvP/R1TRwzUR889YOj8n6Xn3q58i6vbz/y7VF5P8Snt69X03uma+kxSzWUGyqNo4pD6Jndrz34NQ3mBnXO0ee05P0vO+kyrd+1XkQReOEAACAASURBVL/a8KuWvD9Gx5a+LZoxYYZOmHaCntvxXKwjGBk9VB3BLrxas2WNbl97u659+NrYjx16ZvfGJ27UvKnztHDmwpYdY/FrFuvFXS/q5T0vt+wY8CfqOjljwgy99rDX6tBxh8Yb7NKgSlv7tuqWp27R5adcXtqrebCOPexYveO4d+hfHvkXZmUnzLb+bZreM11nHXWWxqTHxFrKHD1AjgLaajox2HXO6er/vlqfXPlJXfy6i3X+cee35DjvPP6dGt81Xjc9eVNL3h+jY2vfVh0+sZDZzeazem7Hc7EdO5dvskEVZcxAPPqG+rR7aLfGpMfoE7/4ROzlHiGPHto9uFv3v3i/Lj7+Ypm1bpKYj2wf4lMe7JqZFh+5ONYmVfuV2e3Qi/t3HvmOhnJD+sjij4zq+161+Cq9vOdl/eTpn4zq+6J1BrOD2j20W9MnTNeEMRN05uwzdfe6u2M7fjafVXequ+41pROD3c/e81l97r8+pw+e8kHd8ke3NPybdKAmjZ2ks48+m8xum9uyZ18ZsxRvR+ZsPsvooSoIduFNlO27+i1Xa+KYiVr+0+UazA7GdvxSg6o6F6ZO7cZ83/r7lM1ndd6x57X0OAtnLlTa0gS7Hao82JWkU484VU/3Ph1bYNns/iSps26uI5lcRt9c/U2dd8x5On7a8aP63n947B/quMOO09cf+vqovi9ap7StoGe6JOmco87Ro5sf1UBmIJbj78/c6045Hwezg/qnX/6T3nfi+3TdRdc1/Ht0sE6ecbKe7n061kaAaF4un1Nvf69mTJih+dPmx96RmdFD1RHswpvNezZLkk6beZq+fcG39djLj+mnv/1pbMcPuYx55fMrNa5rnM6cfWZLjzO+e7xOPvzk2EfSIB69fcNvro+acpSy+WwpCG61/WlQ1YkX99t+d5s27d6kjy7+6Ki/d8pSumrxVfr1xl9r9UurR/39MfpK5+OEwvl4/LTj5eRiK6PM5MJrGPf7V36vnMvpgnkX1C3fHi0LDl+gwdxgrKWxaN6OgR3Ku7wOn3C4erp7NPfQufFndtmzOwLBLrzZvLsQ7M6cOFNvfe1bJUnrdq6L7fhRM42GZcwd2Plw5bqVOvuoszWua1zLj3XGkWfo4U0PB/fHNQTRiIUJYyZIKsxolaQNr26I5fhNjR7q4D2733j4G5p7yFy947h3tOT9Lz/1ck0cM1HffPibLXl/jK7KzO78afMlSc9sfyaW44eY2Y3+286fOj+W4y2YsUBSod8J2s+WvsKM3cMnHi5JOmH6Cfrttt/GdnxGD1VHsAtvojLmIyYeoZ7uHk0dP1UbdsVzkyw1l9ntxG7ML+95WU9ufVJLj1kay/EWH7lYuwZ36dntz8ZyPMRna//WUgmzJM2ePFuStPHVjbEcP+TRQ2u2rNF96+/TR07/SEtGh0nS5LGT9c7j36nb194e3M1RElVmdudNnSdJWrt9bSzHDzGzu3Zb4b9t9GCh1V43/XVKW1pPbHkiluNh/1Ru7Tlh2glau21tbGXnzW7t6ZTzr1kEu/Bm857N6kp1aWrPVEnS7CmztXF3PDfJ0r5gt17JR0qdV8Z89/OFhiVxBruSKGXuQFv7KoLdKYVgN66HViE3qPr6g1/X+K7xuuK0K1p6nAvnXajtA9v1wMYHWnocHLzKzO7EMRN15KQj4wt2A8zsrt2+VkdMPGLUOqE3Mq5rnOZNnacnthLstqMte4qZ3Qn7MruDuUGteyWeqsVmRg+xZxeI0eY9m3XExCNKF79Zk2fFntkdkx7TsHNkp3VjXrlupQ4bf5hOPeLUWI53/LTjNWnMJJpUdaBopmdk6vipGtc1LrYy5lAbVO0Y2KEbnrhB7z/5/Tps/GEtPdZbj32rulPdumPtHS09Dg5eb1+v0pbWlHFTSt+bP21+KfvYapl8puH5aCpcbzvlfFy7fW0pgx6XBYcvoIy5TUVlzNFD4Khx4O+2/S6W4zczeiidSnfcw99GCHbhzct7XtYRE48ofT178uzYbpKlfcFuPZ1Wxuyc08rnV+rcuefG0kxDKvxhXfSaRfr1xl/HcjzEpzKza2aaNXlWW5Yxd9KT7OsevU4D2YGWNKaqNGXcFL1lzlu04pkVLT8WDk5vf6+m9Uwb9rd9/tT5Wrt9bSy9J6LRQ/WYWUdNOVi7bW1s+3UjC2Ys0Lqd67R7cHesx0VjW/u2qivVpUPHHyqpMLNciq8fTVMNqihjBuKzefdmzZw4s/T1rMmztGNgh/oz/bEcP5PLNAx2O60b8zPbn9HGVzdq6dx4Spgjb5r9Jj328mPaM7Qn1uOidZxzI4JdKd6HVs3sEey0BlXOOV378LV689Fv1oLDF8RyzAvnXajfbfsd++7bXG9/b2m/bmTe1HnauXdnqcS5lZrZViB1znV1e/92bR/YHnuwe/LhJ0uSnup9KtbjorEte7ZoxoQZpQdOU8dP1aQxk/T8K8/HcnxGD1VHsAtvNu8ZHuzG3dymmcxup3Vj/sXzv5AU337dyFlHnaWcy5Hd7SC7Bncpk88MK2OWFH9mN7A9u4++/KjW7Vyny0+9PLZjXjj/QknSHc9QytzOKrcVSPu6BMfRkbmZSgupc4LdUifmmJpTRejI3L629G0ZUe10zKHHxBbsZvPZhg0LGT0ExCSbz6q3r3d4GfOUmIPd/FBTJZCd8kchm8/q2oev1YnTT9Qxhx4T67HfOPuNSllKq15cFetx0TpR59dqmd1Nr26KJbhsKrPbYXt2V6xdoZSldP5x58d2zDmHzNGCGQu0Yi2lzO2sWmY3CsTi2LcbWmY3avwVd2b36EOO1sQxE+nI3Ia29m0tNaeKxBns5vJNNqjqkIe/zSLYhRdb+7bKyWnmpOFlzFJ8nVyb2rPbQXuLfvD4D/Tbbb/V1UuurtuUqxUmj52sUw4/hWC3g1SOWIjMnjJbOZcrjRZrpWYaVHVa99cVa1fozNlnjghqWm3Z/GVa9eIq7RjYEetx0bxt/dtGZHaPnnK0xqbHxtKReX8yu51ws71221p1pbo099C5sR43ZSmdNOMkOjK3oS19W0ozdiNRsBtHlWAzZczs2QVisnn3ZkkasWdXUqz7/ZoqY+6Absx7s3v1uf/6nE5/zel61/Hv8rKGs446Sw9sfECZXMbL8TG6agW70XkcR4XGfpUxd8AepY2vbtSjLz+qC+ddGPuxL5x3of4/e2ceEGXV/fHPw75vgqJsgjuKu6i5pWJqKaWW5b5kvWXZ+raXvbbo61u/FrUsyxYT9xUyrXAFNVGxVFRQQUAEAVlkX4bn9wfOpIkyM8wK9/OXzdznPmdonrn33HPO9yhkBb9e+NXg9xbUT3VNNXllebc5u5YWlrT1aGsYZ7cJRnbbuLep17nQB12bd+Xk1ZONqszK3JFlubZm1+HWNTHIPYiy6jKVUrM+USeNWdTsCgQGIrP4hrN7U2TXzsoOTwdPk6vZbQyL8vKjy0m/ns5/w/5r8KiukkH+gyitKuXPrD+Ncn+BblE6u/+MMCpr7w1xaNXUBKqU7X/CO4Qb/N69W/XG0dpR9Ns1Ua6VXgNufx7BcO2H1Gk9BI1nXU28lmjwel0lIS1CyC/P50rRFaPcX3A7RZVFVCgq6ozsAgZJZVar9ZCI7AoEhkEZ2b25ZhcMq+Raqais9xS6MbQeul5xnYWxCxkRNIJhgcOMZscA/wEAxKTFGM0Gge5QObv/iCQZqvZeUaNARm5SAlWRSZG082hn8BpB+LuFmOiXbZoo1Zb/+TwCtPdoz8X8i1TXVOvVBnVaD0HjEMhR1Ci4kHfBKM8i/C1SJVKZTYerxbWR27pqdkH/zm6NXIOMLGp260A4uwKjoKznu83ZdfUzuciuuacJRSVGkVuay7tD3jWqHa2cWxHkHiTqdhsJOaU5uNq6Ymtle8vr7nbu2FvZ6732vqqmNh2+qQhUFVcWsydlD2PbjzVadkaoTygnsk5QUV1hlPsL7oxSMO5Okd3qmmpS8vXb67MppTGnFqZSqag0mrOrbD8kMqVMB2Wa8j9LewJcA5CQ9O7sKh1YddSYRRqzQGAAMoszaWbf7DZn09fZ16QEqhrDohyTFoOLrQv9fPsZ2xQG+Q8iNi3W7A8QBNTZYxdqsyH8XPWfoaGs/W4qNbu/XfyNSkWlUVKYlYT6hFKpqBQtT0yQu0V2lQ6Zvut2m1LrIWVauLHSmN3t3QlwDeBE1gmj3F9wO8psp3+mMdta2eLr4qt3Z1eZuaGOaKO5P3+aIpxdgVHILM68LaoLtZHd/PJ8SipL9G5DVU39AlWNQY05Ni2We/zuqfe0zxAM9B9ITmmOQXo+CvRLdkn2HRWBDdFrV92FvbHU7EYmRuJu564qBzAGfX36AnAk44jRbBDUjTKy6+ngedt7hmo/1Ngju4fTDxP8RTAfHvhQlc5vrMguQM+WPTmRKZxdU+FOacxgmPZDygPd+tKYLSVLkcYsEBiCrOKsW8SplBhSyVXtNGYzVmPOK8sjISeBQf6DjG0KUOvsgqjbbQzcKbILhqm9VzeNuTG0HlLUKNhxfgf3t7vfKMqvSnxdfPF28hZ1uyaIMrLbzKHZbe952Hvg6eApIrsNZPPZzZzLPcfbe9/mP/v/g5udW52HC4aih3cPzued53rFdaPZIPgbZRpzXd8Jgzi7NxxYdQ6AzfH5awjC2RUYhcyizFvaDikxpJJrpaJSrY2yOf8oHEw7CPztZBqbDs060NKpJb9d/M3YpggaSE5pzm0tFpT4ufiRWZSpV0EcjdOYzfgk+4/Lf5BbmmvUFGaoTVEP9QkVzq4JklOSg4e9xx03uu082nEh74JebVBHHR3Md12Ny4ijr29fTvzrBFNCpvBUr6eMVj8PtZFdgL+y/jKaDYK/yS7Jppl9szrXpCD3IDKKMiivLtfb/ZXrrWg9dDvC2RUYHFmWySy+g7NrICVXUC+ya+5qzLFpsVhbWNOnVR9jmwLU/j3HtB/Drgu7qFRUGtscgZYUlheSU5KDj4tPne/7uviikBUqITp90JQEqiITI7G2sGZkm5HGNoW+Pn1JvJZIflm+sU0R3EROaU6d9bpKDBFZasyth6prqjmeeZzQVqF09+7O6vGrWRS2yKg29WjZA0DU7ZoIidcSVXvYfxLoFgjApYJLeru/2qU9ovWQQKB/8svzqVRU1lmz6+Ncu3k2hEhVU1Bjjk2PpY9PH+yt7Y1tiorwDuEUVRax/9J+Y5si0JJ9l/YhIzMkYEid7ysXfH0+x01JoCoqKYohrYfgaudqbFMI9QkF4NiVY0a2RHAzOaU5d6yhh1pnN/16ul4PGatrqtWv2cW8NtsJ2QmUVpXS17evsU1R0dKpJS0cWxCfGW9sU5o8heWFHEg9cMcDSUO0H1JGje2s7O46TrQeEggMgDLaU1fNrq2VLc0dmxskjblKUb9AlbJm1xwd3rKqMo5mHGWgn2mkMCsZHjgceyt7IhMjjW2KQEuik6NxsHa4o8K3shxBnxkaTUWg6vy185zNPUt4e+OmMCvp3ao3IESqTI2ckvojuzVyDWmFaXqzoTGnMSu/78rDHlNAkiR6tOwhIrsmwK4Lu6iuqWZs+7F1vm9IZ9fe6u7BDVGzKxAYgMyiTIA605jBMEquoGYaM7X1OOYoUnX0ylGqaqpMpl5Xib21PSPajCAyKdIsDxEEEJ0SzeCAwbf12FWiFJrT56GVpgJV5nqSHZUUBcDYDnVvogyNm50bHT07irpdE0OdNGbQ72a7qqbxqjHHZcThYe9BG/c2xjblFnp49yAhO0GvtaCC+olKisLTwfOOB8DNHZvjYO1gMpFdcw3iaItwdgUGJ7O41tmtK40ZDKPkCuoLVAFm+aMQmxYLYNRWJXcivH04aYVpol+nGXL5+mXO5Z4jLDDsjmPc7NxwtHbU66GVumnM5l6zG5UURUjzEFq7tTa2KSpCfUI5knHELH8XGyMF5QXklOTcsV4QDOTsNuLIblxGHKE+oUYVpKqLni17opAVnM4+bWxTmixViip2nN/BA+0euKM4lCRJeq+bV9fZVa6J5lzaoynC2RUYHFVkt440Zrjh7JpQzS6Y50Y5Ji2Gzl6d8bD3MLYptzGm/RgkJFXUSmA+7E7eDUBY0J2dXUmS8Hf116sYR1NoPZRXlkdMaozRVZj/yT2+95Bdks3OCzuNbYoAOJR+CBmZAX53Pths5dwKG0sbUvJT9GKDLMsoZEWjjOwWVxaTkJNAaCvTSWFW0sP7hkiV6LdrNA6mH6SgvKDe32lTcXbNeU3UFuHsCgxO+vV0HKwdcLZxrvN9XxdfCisKKSgv0KsdVTX11+wqT3HN7UfhTM4ZYlJjTC6FWUkLpxaE+oSKul0zJDolGi8HL0JahNx1XAfPDpzLPac3O5qCQFVUYhQKWXHHOjBjMaP7DLo078Ls7bPJKckxtjlNnti0WKwsrO4qnmQhWRDoFkhygX422+oePiltMac19fiV49TINSYlTqUkyD0IV1tXIVJlRKISo7CxtOG+NvfddVyQW62zq6+MGLUjuzeiz+Za2qMNwtkVGJQauYbIxEgGBwy+YzqQUgBF2SNWX3ZU11SrHdk1p5rd41eOM/j7wTjbOvNS/5eMbc4dCe8QztErR8m4nmFsUwRqIssyu5N3MzxouOrZuBPBnsGczzuvN/VX5ea6MQtUfXX8K9o3a08fH9NoHabEzsqOiPER5Jfn83jk4yKd2cjEpMXQq2UvHKwd7jpOn5El5eFTY2w9pKxPN5UWfjcjSRLdvbsLkSojIcsy2xO3MyxwGE42TncdG+QeRElVCTml+jkgLKsuA9RPYzanZ7ChCGdXYFAOpx8mtTCVKSFT7jhmgP8A7KzsiE6O1psdmkaFzOVH4VD6IYatqv3RjZkVQ/tm7Y1t0h2Z2HkilpIl/zv4P2ObIlCTs7lnySzOvGu9rpJgr2Cqa6q5kHdBL7Yo1Zgbq0DVsSvH+OPyHzzb59l6DxaMQdcWXVkctpiopChWHF9hbHOaLOXV5cRlxKmVxaNPZ1f1PDbCNOYjGUcIcg+6a2snY9KzZU/+uvqX6v+BwHCcyz3HxfyLamXf6LtuXtM0ZnPMdtIW01tBBY2aiFMR2FvZ82CHB+84xs7KjoH+A4lO0Z+zq4w2qavGbC4L88u/vYy7nTuxs2Np69HW2ObclbYebZnVfRbLjy3Xa22nQHcoD6DuVq+rJNgrGKhNqdcHjV2gamncUpxsnJjRfYaxTbkjz/V9jsEBg/kg5gMR3TUSx68cp1JRqbazW1BeQH5Zvs7taMxpzEpxKlNlSMAQyqvLmbV9lnB4DUzEqQgkJLNyds0520lbhLMrMBhViio2JGzgwY4P4mxbd72ukrDAME5nn1b15NU16jq75qTGXFheSFxGHNO7TVe1fjF13r33XSwkC97d966xTRGoQVRSFG092hLgFlDv2A6eHZCQ9Ofsatp6yIxOsbNLsll3eh0zus3AxdbF2ObcEQvJgikhU7h8/TJJ15KMbU6TJCYtBuCu4lRK9LnZVvfwCWq/N+aSaZFemE769XT6+pheva6S8A7hfDjsQ1afXM3DGx4WbYgMRHl1OSuOr2BM+zF3VUJXolTUN7aza67ZTg1BOLsCg/Hbxd+4VnaNyV0m1ztWGTlSKr/qGuVGuTGpMe+7tI8auUatqJup4Oviy7zQefz010+idYKJk5ibSHRyNNO7TldrvIO1A63dWnM296xe7GmspQgA3xz/hkpFJc+GPmtsU+pF+Xujz7ITwZ2JTYulo2dHtVJs9ersNtLI7o7zOwAY2WakkS25M5Ik8eagN1k6einbE7czdctUY5vUJNiYsJGc0hzmhc5Ta7y9tT2tnFvp3dm1t7a/6zhzzXZqCMLZFRiMiFMReNh7MLJt/YtGd+/ueNh76C2VWe00ZjNSY45OjsbB2uGOTc1NldcHvo6zrTNv7H7D2KYI7sIXR7/AxtKGJ3s9qfY1wV7BRo/sSpKEhGQWzzDU/jYtP7acEUEj6OjZ0djm1EuQexCt3VrrtexEUDc1cg0H0w8yyH+QWuMD3QIB04jsmsvzGJkYSRv3NmbxLD4b+izvDnmXzWc36+13V/A3S+OW0tGzo0YBBn3WzYua3TsjnF2BQSiuLGZ74nYmBk+s18GE2pqCYYHDiE6O1ksKsdLZVTcF0hzUmKNTohkSMEStv68p0cyhGW8Neoufk34m4mSEsc0R1EFRRRE//PkDEztPpIVTC7WvC/YKJjE3US91ZMo51VV/NZeUrfl755NRlMG/7/m3sU1Rm7DAMPam7BX1ggYmITuBgvICtVvMOds64+XgZfTIrqVkaRbObnFlMXtS9hDeIfyO3SNMjWdDn8XW0pZlccuMbUqj5sjlIxy9cpRn+zyr0XfDEM6uraXtXceJml2BQA9UVFcwc9tMSqtKmdZtmtrXhQWG6a0WTNOaXVP/Ubh8/TLncs+ZVQrzzbzU/yXu8buHub/MFWJVJsiqv1ZRVFnEs300S6sN9gqmQlFBSn6Kzm3SJJJkaWEem+t9l/bxv4P/44meT9Tbs9GUCAsKo7CikONXjhvblCZFbFosgNqRXbix2dZDr93G2Hro94u/U6GoMLk+13fD08GTySGTWfXXKgrLC41tTqNladxSnG2cmd5NvbIeJUFuQVy+fpmK6gqd21ReXY6tpW29zreo2TUwkiSNkiQpUZKkC5IkvV7H+7aSJK2/8f4RSZJaG95KQUMoqSwhfF04m89u5rORn3GP3z1qX6vPWrDGpsasrG02V2fXysKK1eNWI8sy07dOb1I/wqaOLMssO7qMPq360NdXM5GWTp6dAP0oMmtaI2jqKVv5ZflM3zqdth5t+XTkp8Y2RyOGBQ4DRN2uIZFlmS3nttDKuZVK+EYd9BVZaoythyKTInGzc1M7cm4qPBv6LCVVJXz/5/fGNqVRUlBewIaEDczsPrNesdV/EuQehIxMamGqzu0qqyqrN4UZ/q7ZNfU1UZcYzdmVJMkS+AIYDQQDkyRJCv7HsMeBfFmW2wKfAosNa6WgIciyzNi1Y4lOjmZl+Eqe7/e8RtfrsxZMeQrdWNSYo1Oiae7YnC7NuxjbFK0JdA9k2f3LiEmL4Z2975j837ypsCdlD+dyz6ktwnEznbz05+yWVpUC4GjjWO9Yc0ibfH7X82QWZxIxPkKtz2RKeDl60d27u+q3+tTVUzy66VEhOqdHvj7+NdHJ0bxyzysap1GmFqTqPOW8sQlUKWoU/Jz0M/e3u18tB96U6NmyJ/f43cMXR78w+b+zORKbFktVTRUTOk3Q+Fp9isSVV5er5+yKNGaDEgpckGU5WZblSmAd8M/mqw8CP9749yZguGQuhRMCLhVcYu+lvXww9ANm95it8fWSJDG09VBiUmN0/lA2pjRmWZaJTo5meOBwlb3myrSu03i8x+Msil3Ea9GvaeXwnss9x49//khZVZkeLGx6/HbxN2wsbXik8yMaX+ti64Kviy9ncnXv7BZXFgPgaF2/Y2jqNbuXCi4RcSqCF/u9SB+fPsY2RyvCAsM4lH6IvSl7GfLDEDYkbGDID0M4mnFU7TniM+OJSY3Ro5WNg3O553jp15cYETSC5/o+p9G1Qe5BKGQF6YXpOrWpsQlUHck4Qm5prlmlMN/MvNB5XMi7wK4Lu+44JiY1hvjMeANa1TiITYvF2sJaq99qvTq7CvWcXZHGbFh8gJt/bS/feK3OMbIsVwOFQLN/TiRJ0pOSJB2TJOlYTk6OnswVaEpcRhxAg2rPBvoP5FrZNc7lntOVWcBNAlX1LMzmoMZ8JucMWcVZZpvCfDOSJLFi7Aqe7v00Hx36iKd+fopjV45x7MoxLuRdqPf6Py7/Qf+V/Zm5fSYBnwWwMGYh1yuuG8DyxkvclTi6e3dXaxGti2CvYM7m6L79UHFlMfZW9qpT6rth6jW7Xx79EglJY8fFlAgLCqNSUUnYT2G427sTPS0aV1tXhq0axr5L++q9fvu57fRf2Z/REaO5Wnz1lvcyrmfoyWrzo1JRyZQtU3CwduCHh37Q+IBTX4rMjS2yG5kYiZWFFaPajjK2KVoxvtN4/F39eenXl1RZMDdTpahi/IbxPLjuwdv68l4rvWYoM82S2LRYerXqhYO1g8bXejt5Y2dlZ9zIrmg9ZJ7IsrxCluXesiz39vKqv9ecwDDEZcRha2lL1xZdtZ5DKbyhFOLQFZpGdk1Vjbm8upzXd7+OhNQonF2o/Zt/cf8XvD7gdVbEr6DPN33o800f2i1tR9iqMHYn764z4rs7eTdhq8LwdPBk88TN9G7Vm7f2vMXI1SOFSqyWKGoUHLtyjNBWoVrP0cmzE2dzz+p8YS2qKMLJxkmtsaa8uS6tKuXb+G8Z12kcvi6+xjZHawYFDMLJxolOnp2ImRXD8KDhxMyKwc/Fj9ERo/nl/C93vDbiZAQTNkygk2cnyqvL+TDmQ9V7K+NX4vupLwdSDxjiY5g8a0+tJT4znhVjV9DKuZXG17dr1g6AQ+mHdGpXY4nsJl1L4onIJ/jk8CcMCxyGm52bsU3SChtLG75/8HuSriXx799uV3b/7eJv5Jbmcvn6Zb48+qXq9Xf3vov3/3lz7MoxQ5prNpRXl3P0ylGNROFuRpIkvdXNq+vsitZDhiUD8Lvpv31vvFbnGEmSrABXQBw5mQlHMo7Qs2XPBtW7tPVoS3PH5sSk6Ta1TXkKbc5pzMWVxYxZM4afk35m6eil+Lv6G9sknSFJEovCFnH48cNETYoialIUi8MWcybnDGE/hdH3275sObuFGrmGK0VXeOW3V3hgzQMEugcSMyuG8Z3G88uUX4gYH8Efl//ggwMfGPsjmSVnc89SXFmssTDVzQR7BVNaVUpaYZoOLYPiqmKNnF1TXdjXnlpLfnm+VjXRpoSDtQMnnzrJkTlHVE6Yj4sPB2YdoLNXZx5c9yDrT6+/7brlR5czbes0mKPBzwAAIABJREFUBgcMJmZWDI/3eJyvjn1FSn4KSdeSeG5XbbR705lNBv08psqp7FPYWdnxUMeHtLre18WXMe3H8Mkfn5Bflq8zuxpDZHftqbV0XNaR1adW80TPJ/jhwR+MbVKDGBY4jJf7v8zyY8uJSoy65b01p9fgYe/BsMBhLIxZSGF5ITGpMXwQ8wHVNdW8ufvNu84dnxnPo5seZeiPQ1UHHU2BoxlHqVRUNki0TJ/Orr21fb3jRM2uYTkKtJMkKVCSJBvgMSDyH2MigRk3/v0wsEcWqjVmQZWiivjMeEJ9tI8IQa3TM8h/kNEiu6aqxlypqOS+n+5j36V9rHpoFc+EPmNsk/RCP99+jGk/hjHtx/DqgFdJeT6FFWNWkF+ez4QNE2izpA2Bnwfy6R+f8nDww+yfuR9vJ2/V9ZNDJjOt6zTeP/A+h9MP3zJ3YXkhHx38iGVxy4QY1h1QliI05DkO9qrVHdR1W5riSvWdXVMVqJJlmaVxSwlpHqJ1pMCUCHQPvE1cy9PBk93Td9Pftz+TNk/igwMfqEoL/hv7X+b+MpcH2j/Ajsk7cLZ1Zv6Q+VhaWPLmnjeZumUqtpa29PPtR1RSlHhOgcRribTzaNcgfYYPh31IYXkhiw/qTvOzMbQe+u7P72jr0ZZLz1/iiwe+oKVzS2Ob1GA+GPYB3b2783jk46rygOLKYrad28YjwY/wv7D/ca3sGvP3zmfa1mkEugWy4N4F/J78u6rLw83kluYyOmI0vVb0Yvu57ey7tI9t57YZ+mMZDWXgZYDfAK3nCHKrdXZ1/XumcWRX1Ozqnxs1uM8CvwJngQ2yLCdIkvSeJEnhN4atBJpJknQBeAm4rT2RwDRJyEmgrLqMvj7aR4SUDPQfyKWCS1y+flkHltWiqtmt5xTaVNWY91/az+HLh/l6zNca9S42d2ytbHmi1xOce+Yc6x9eTxv3Njze43GS5iWxevxqPOw9brtm2f3L8Hf1Z+rWqfz454+s+msVr/3+Gv6f+fNq9KvM2zmPl359yeT+H5sCRy4fwc3OjbYebbWeo4d3D3xdfJkTNYcjl4/ozDZNnF1TFaiKTYvlr6t/MS90nkaKuuaGq50ru6buYnyn8byz9x0CPgsgfG04b+x+g8e6PMaWiVtUEQkfFx+eC32OdafXcfTKUb4Z+w2zu8/mUsEloe4MJOYm0sGzQ4Pm6NqiK1O6TuHzI5/rrB7a3FsPlVWVEZMaw5j2Y2jh1MLY5ugMWytbIsZHUFRZxOzI2ciyzPZz2ymtKmVyyGR6terFxM4TWRK3hMvXL7N6/GpeHfAqfi5+vLH7jVvWRVmWmRM5hz0pe1g0fBGZL2fS2q01S+OWGvETGpbYtFiCvYJp5nCbfJDaBLkHUVRZxLUy3SaqiprdO2PUml1Zln+RZbm9LMttZFn+8MZr82VZjrzx73JZlh+RZbmtLMuhsizrPu4v0AvKTW1DI7ugn7pdc1djjk6OxtrCmke7PGpsU4yCpYUlEztPJHp6NF8+8KVK4bAuXGxdWD1uNRnXM5i5fSYzts3go0MfMbLNSI49cYzn+z7PZ0c+Y07kHJN0iIxJ3JU4Qn1CGxRFcrRxJGZWDM3smzF81XD2puzViW0aRXZNVKBqUewi3O3cmdJ1irFN0TsO1g5smriJuDlxDAscxs9JP/NkzydZPW71bQ7SawNfw9vJm3/1+hcTgicwpv0YAKKSouqauslQqagkOT+Z9h7tGzzXgnsXoKhR8P6B93VgmfmnMR9KP0SFoqLRaF/cTLBXMB+P+Jhfzv/Cl0e/ZM3pNfi5+KlScd8f+j7ONs68N/Q9+vn2w87KjgX3LuDolaNsPbdVNc+38d+yPXE7i4Yv4vWBr+Nu784zfZ4hJi2Gv7L+MtbHMxiKGgUH0w8y0K9hfZf1pcgsanbvTP35JgKBFsRlxNHMvtldnRB16ebdDScbJ2LTYnmsy2M6sE6DNGYTVWOOTommv19/tTf7TZ0B/gO48vIVCsoLAHC2ccbLsVbMrmfLnrjauvLegfcoqixi9fjV9X4vmgKlVaWcunqKNwa+0eC5Wru1JmZWDCN+GsGYtWO48tIVXO1cGzRncWUxLZ3USzM0xZrdA6kH2HlhJ4vDFmul6mmu9PHpw+aJmykoL7ij+I+HvQcpz6eoNm4tnVvSp1UfIhMjeXPQ3WsJGzPJ+ckoZEWDI7tQu+F+steTfHXsKz4c9mGDIlVg/gJV0cnRWFlYMThgsLFN0Qtz+8zllwu/8O/f/011TTUv939Z5fS0b9ae7Feyb3GUpnWbxkeHPmL29tn8mfUno9qO4oVfXyAsKIwX+r2gGje7x2zm753PsrhlfBP+jcE/lyE5nX2a6xXXGRTQsJKTm51dXQSElJRVlWnUZ7cpHe43CjVmgemhjAjpIjXPysKK/r79dSpSpVyYzVGN+VrpNU5kniAssPGdQOsTD3sPgtyDCHIPUjm6UHugsWDoAv7vvv9j45mNPLTuoTpbNTQ14jPjUciKBolT3UxL55a8P/R9SqtK1WojVR/mXLMryzJv7H6DVs6teDb0WWObYxTqU7n956YtvEM4RzKOkFWcpU+zTJqka0kAdGjWcGcXYHTb0ShkBefzzjd4LnOP7EanRNPft/EeIEuSxHfh3+Fs40x1TTVTQm7NJvnn82ZlYcXWR7cyNHAo7x94nwHfDcDOyo4fHry13ZWHvQdTu04l4lQEeWV5BvksxkK5B22IOBXUahuA8SK7Io1ZINABRRVFJGQn6PTEaqD/QE5dPaWKzDUUc05j3ntpLzJyo0y3MiYv9X+Jb8Z+w64Luxi1elST78+rFKfq06qPzuZUKobrQplZ05pdU3qGf076mUPph3h3yLtNKqrbEMI71Ep57EjaQVlVGSvjV3Iw7aCRrTIsibmJADqJ7EJtxgXApYJLDZ5LeUCojhqsqT2PeWV5HL9yvNGvqS2cWrBp4ibeGvQWIS1C6h3fwbMDWx/dSsLcBJ7p8wwbHt6Aj4vPbeOeDX2WsuoyFsUsatRt/mLTYvFx9iHANaBB8zhYO+Dt5K0fZ9dSpDHXhXB2BTrneOZxZGSdiFMpGeg/EBn5NkVdbVEJVNWTcmWKaszRydE42zjTx0d3Toigljk957B2wloOXz7MsB+HkVuaa2yTjEZcRhwBrgE6FWvRtbPrbOOs1lhTSmNW1Ch4c8+btPNox6zus4xtjtkQ0jwEf1d/Fh9cTMBnAcyJmsOYtWNIL0xXjamuqdZLSw9TIfFaIs0dm+us92uAW+2mXRfOblFFEYBaz6SpObt7U5rOAfLggMF8MEyzVnzBXsEsu38Zw4OG1/l+1xZdGddxHB8f/pj2S9uz/Ohy1R6rLpLzk80ye+qPy39wj989OslY7NaiG9HJ0TpNJVY7sitaDwkEDUcVEdKhM9bXpy9WFlY6S2XWNLJrSkq90cnRDA0cqlaLB4HmPNrlUbY9uo2EnASG/DBEZ2ql5saRjCM6S2FW4ungib2VfYOd3eqaasqry81SoGrH+R2czj7Ne0Pfa1AP8qaGJEk83Olhzuedp1erXqwZv4YqRRXTt01HUaOgtKqU8LXhtFnShp3ndxrbXL2QeC1RZynMAE42Tng6eOrG2a0swlKyVFsgx1SeR7jpAFmHWSxNjU0TN7H9se20cGrB3F/mEr42/BaHVpZl9qbsZeTqkbRZ0oY3ohuuBWFI8srySC1MpVfLXjqZ78leT5JamMrPST/rZD5Qv8+uaD0kEOiAIxlHCHIPwtPBU2dzOto40rNlT50pMmvaeshUFuaU/BQu5l8U9bp65oH2D7Bryi7SCtPw/8wfm/dtsHnfhud2Pmds0wxCxvUMLhVc0vnmT5Ik/F39SbveMGe3pLIEwCxbD60+uRovBy8mdJpgbFPMjg+Hf0jK8ynsnLKTSSGTWDJ6Cfsu7WPB/gWMWj2KXRd20cq5FbO2zyK7JNvY5uqcxNxE2jdruBLzzbR2a60TZ7e4shhnW2e1ol6mlGkBtfW697a+Vxw+NQALyYLwDuEcmn2Ib8Z+w+/JvzNy9Ujyy/LZdm4b/Vf2Z9iqYfyV9RcdmnVgy7ktJhVEqI8/s/4EoEfLHjqZL7xDOH4ufjpr26SoUVBVUyVqdu+AcHYFOkWWZWLTYrnH7x6dzz3IfxBxGXFUVFc0eK6qmiqsLazrXZhNTY15d0ptk/emkG5lbIa0HsKh2Yd4Y+Ab/PuefzO2w1iWxi1l3el1xjZN73wT/w0SEg91fEjnc/u7+pNakNqgOYoriwH1nV1TEai6XnGdqKQoJnaeKDbWWmBnZaeqMwWY1X0WEzpN4P0D73P48mHWTFjDzik7yS/PZ07knNs207mluTwZ9aRZlifkl+WTU5qj08gu6M7ZLaos0qiswNjP45u732Ts2rHcH3E/F/IuiDVVR0iSxJyec1g3YR1HLh+h1SetGLd+HNkl2Sx/YDmXXrjE6wNf5/L1yyoH0hyIz4wHavvG6wIrCyvm9pnL7pTdnMk50+D5KhS1+2LReqhuhLMr0CkX8i6QXZKt6o2rSwb6D6RCUcGxK8caPFelolLtFglgOs7u78m/08q5FR09OxrblCZBSIsQPhj2AQuHL2T9w+vp59uPp35+qt403N8u/qaTBcwYVCoq+fr414xuN5q2Hm11Pr+/q3+D05g1dXZNJZK09exWyqvLb1NCFWiHJEl8PeZrJnSawPbHtvNYl8fo2qIri8MWE5UUxYrjK24Zv+TIEr6J/4alR3QTTTEkKiVmHYlTKWnt2prUwtQGR9mKKopwtlXP2TV2WUF2STaLYhdx6uoprpZcZaD/QJFpoWMe6fwIkZMiGRwwmDXj15A0L4mnej+FnZUdD7R7AAmJyMRIY5upNieyTuDr4ntLJ4eGMqfnHGwtbVkWt6zBc5VXlwPqObuiZlegdy7kXbhNUViWZfLL8o1kkW5Rphk3VJq9Lgb4DbjlHg2hUlGpVi9VU2o99G38t2xM2Eh4+3CdCCQINMPKworV41ajkBVM3zr9jmmxO8/vZOTqkXT+sjMPrXtIVcNuLmw+s5ms4izmhc7Ty/wBrgFcLbmqWpy1QePIronU7EaciiDQLZB+vv2MbUqjoZlDMzZN3MT97e5XvfZc3+cICwrj1ehXuVZ6DYCK6gq+Pv41AF8f//quAjqmSOK1G0rMeojslleXc7XkaoPmMafIrnIPse7hdRx/8jgxs2LqVBkWNIxRbUfx69RfmRQy6RaNES9HL/r79ScyyXyc3fjMeJ1FdZV4OngyKWQSq/5aRWF5YYPmKqsqAzSM7JpIaY8hEM6ugXki6gkCPgvg9ejXuVJ0hcjESAZ8N4Bm/2tmVqdcdyImLYZm9s3o5NlJ53N7OXrR0bOjTkSq1HV2TUWN+ZPDn/BE1BOMajuK/xv5f0a1pSnTxqMNS0cvZX/qfnp/05v1p9ffsmBkl2Qza/ssujTvwvzB8zmQeoC+3/YlOjnaiFZrxtK4pbTzaMd9be7Ty/xKRebL1y9rPUdRZa3yqzm1HsoqzmJ3ym4mh0wWh1V6xkKy4NORn1JUUcTig4sB2HhmI9kl2bzc/2Wullxl05lNRrZSMxJzE7GULAlyD9LpvLpqP6RJZNfYz2NsWix2Vnb0bNnTaDY0dcLbhxOfGd+gdcBQlFSWkJibqJfvyzN9nqGkqoQtZ7c0aB6NIrs3anZNIdvJUAhn18B8OvJTRrcdzUeHPsLnEx8eXPcgmcWZtGvWjscjHyerOAuoXTgmbJjApM2TOJF5wshWq09sWiwD/AfobTM3yH8QB9MPNnih1DSya8yF+dv4b3n5t5d5JPgRtj22TfTlNDIzus3gp3E/UV5dzmObH6PDsg6sOL6C8upy5kTOIb88n4jxESwYuoDUF1IJcA3gtejX6v0OxabFErYqjPPXzhvok9zO8SvHOXz5MM/0eUb13dc1umg/pFUas5FPsdefXk+NXCNSmA1El+ZdmNZtGkvjlnL5+mWWxi2lQ7MOLA5bTPtm7XUmDGMoEq8lEuQepPNab505u5pEdjGusxuTFkNfn75q7QEE+kHZN1upRrzkyBImbpxo9EPJuvjr6l/IyDqP7EJtDbCVhRUX8i40aB5NnF1T2NcaGuHsGpju3t1Z9/A6Ep9N5M2Bb/LTuJ84P+882x7dRnFlMbO2zyK3NJfhq4az/dx2diTtoOeKntz3033M3TGXuTvm8t7+90zyS5pVnMX5vPN6qddVMtB/IAXlBSRkJzRonqqaKs3SmI2kGijLMp/+8SmhPqGsnbBWLM4mgCRJTO06lYS5CWyeuBl3e3f+9fO/8P7Ym6ikKP47/L90bdEVAGdbZ94b+h7xmfH1RpLm753P7pTdDPp+ECevnjTER7mNpXFLcbR2ZGb3mXq7hzGcXWMLVMmyzOpTq+nu3Z1OXrrPehHUzYJ7F6CoUfDopkeJy4jjmT7PYGlhyTN9nuGPy3/oRP/BUCReS9R5vS7ortduUUWRWWRaFFcWcyLzhF73KYL66ejZkTbubYhMjOSt3W/x/K7n2Xhmo846bugSZcBJH5FdSwtLWjm34nJRwyLc2tTsGvsA2JAIZ9dItPVoy4fDP2Rq16lYWVjRyasT/3ff/7Hrwi46fdGJk1dPsvXRraS9mMai4Yu4mH+RTWc2sT5hPe/ue5cNCRuM/RFu42DaQUA/9bpKlAtUQ38QKxWV9bYdAuOfgJ28epIzOWeY2W2m6gdKYBpYSBaM7zSeuDlxRE+Lpp9vPyZ1mcTz/Z6/ZdyUkCl09urM23vepkpRBUBCdgJXi/+ukUvITmDvpb080fMJrC2tGfLDEGJSNU/X/zPrT63VynNKclh3eh0zus3A1c5VqznUwdfFFwmpQYrM5iZQ9d2J7zh25RhP9HzCaDY0RVq7tebp3k9zKP0QTjZOzOg+A4CZ3WfiZOOksTCMLMsczTh6m+6GvqmRazh/7bzO63VBd712zaVm94/Lf6CQFXrdpwjqR5IkwjuEs/PCThbGLmRW91k4WjsScTLC2KbdRnxmPM3sm+Hr4quX+X1dfEkvTG/QHNqkMZti0ExfCGfXhHi699OMbT+WsqoyfpnyC2M7jMXNzo3XB77Oxecukv1KNjmv5NC1RddbNs5w58hjXa/rK0oZkxaDvZW9XutgWru1ppVzK2LTG+7sqlWza+TWQxGnIrCysOKRzo8Y5f6C+pEkieFBw9k1dRdrJqy5Lf3X0sKShcMXcj7vPK/8/gojfhpBl+VdGPrjUEqrSgFYFrcMW0tbFg5fSMys2rr3wT8M5oE1DxCTGkN5dTnl1eW3PPP/ZP3p9fT4ugf3r7lf5Qxqwrfx31KhqODZ0Gc1vlYTbK1s8XbyNmxk14gCVeevnef5Xc8ztPVQnur9lFFsaMq8NfgtXG1deaLnE7jYugDgYuvCzG4ziTgVwfErx28ZX9f6WCPXsPXsVvqt7Efot6H0X9mfjOsZBrEfassLKhQVdPbqrJf5ddF+yFxqdmPTYrGQLOjv198o9xf8zcTOE5GQeLn/y6wMX8lDHR9i45mNJicedyLrBD1b9tRbeZ6fix/p13Xj7Npb2dc7VrQeEhgVSZLY8ugW0l5MY1jgsDrHWEgWLBy2kIv5F1l5YiVQuxD6f+bPwpiFt4x95bdXCFkecssp9J9Zf+LziQ9rTq3Ruf2xabH09dVvHYwkSQz0H6hV1OtmzEGNuUauYe3ptYxqOwpPB0+D31+gO8a2H0t/3/58fuRzTl09xbzQeZzNPcurv79KQXkBq06uYnLIZDwdPGnt1ppjTx7jg6EfEJcRx+AfBmP/oT32H9rjsNCB6Vun35bGn1aYxlM7nqKNexv2X9pP2Kow8sry1Lavuqaa5ceWMzxwuEHSbP1d/Um73vhrdqsUVUzdOhVrS2t+fOhHvdVBC+5Mc8fmXHjuAovDFt/y+oKhC2jh2IIpW6aoDp1+v/g7Xh958Z99/1E5vUUVRYz4aQTjN4wntzSXBfcuION6BgO/H8jFvIsa2/P0z09zf8T99Q+8iS+PfYmjtSPjO43X+H7q0FBnt6K6gqqaKrOI7MakxdCtRTfVwYfAePTz7Ufuq7l8fN/HSJLElJAp5Jfns+vCrgbN+7+D/6PNkjYqheKGUKmo5HT2ab3U6yrxc/Hj8vXLDQpEidZDd0esvCaGlYUVHvYedx1zf7v7Geg/kAX7F7Drwi6G/jiUzKJM3tn7jiq9Nyoxio8Pf0xCTgJzd8wFoLSqlMmbJ5NZnMm/fv4XyfnJQO1J9ocHPuRfUf/iXO65u95blmXe3fsuGxM23vJ6UUURJ7IMUwczyH8Q6dfTG5QGWaXQrGbXGD8KMakxXL5+mcldJhv83gLdIkkSEeMjiBgfwaUXLrFk9BJe7PciXxz9ghnbZlBaVXpLqx83OzfeGvwWqS+k8l34dywavohFwxfxZM8n2Xx2M12Wd+HBdQ/WpuTV1LZCqq6p5tepv7LxkY2cyDrBvT/cqxK8q4/t57aTfj1db+2G/klDe+0WVxZja2mrtliPMWp2UwtSmbl9JnEZcawYswI/Vz+D3l/wN54Onrd9VzzsPVg1bhVJ15J4+deX2Xp2K2PWjkEhK1iwfwEv/vqiSj9j/6X9LH9gOYnPJjJ/yHz2zNhDUUUR/Vb2Y8gPQxjywxAe3/54vRkVV4qu8O2Jb9l5YSeZRZlq2Z5TksPaU2uZ3m263soLGtprV6mObuqR3SpFFX9c/kOkMJsQN+93w4LC8HTwJOJUbSpzVnEWEzdOVD1jY9aMYfu57Xf97mSXZPPe/vdIzk9m3el1DbYvITuBqpoqerTUn7Pr6+JLeXU518quaT2HNgJVomZXYNJIksSi4YvIKs5idMRofFx8OD33NK3dWjNt6zSSriUxO3I23b27887gd1h7ei0RJyN49fdXOZt7lm/HfoulZMnULVOpVFTy9I6neXvv26w8sZLgL4KZsGECC2MWsjBmIcvilt1yOvbdie9478B7zImao+pfCLV1MDVyjUEWEaX4z/k87VVrTbX1UFRiFEczjgKw5tQaHK0dVaqFAvMm0D2QySGTVYvRwuELCWkeUtt+zG9AnYupg7UDs3rM4vWBr/P6wNf54oEvSHshjXeHvEtsWiz9V/an0xed2J+6nyWjltDGow3jOo3j50k/czH/IoO/H1ynU1laVcq38d+qUjGXHV1Ga7fWjGk/Rr9/hBsEuAaQVpim9ea6uLJY7aguGHZznV+Wz4xtM2i7tC0bEjbw5sA3RRmCiTIscBgv93+Zr45/xcMbH6Zny55cfO4iL/R9gc+PfE7bJW05efUkWx7dwlO9n1L1Cu3dqjf7Z+6nn28/LCQLJCR+/OtHRvw0gvyy/Dveb8XxFVTXVAN/q9DWhyHKCxraa7eo4oaza4KR3esV1/nuxHfkleXxZ9aflFaVCnEqE8Xa0ppHOz9KZGIkp7NPM+j7Qew4vwMLyQILyYKTV0/y0PqH6Lq8K9vObatzjoUxCymvLsff1Z+lcUsbXLYXnxkP6EecSonyILQhbZjKqtXvsytqdgVmw0D/gUwJmcI9fvdwYOYBOnp2ZPW41aQXptPj6x4UVxazZvwa3h3yLgP8BvBE1BN8cfQLXuz3Io/3fJzlDyzn8OXDdPmyC18f/5rXBrxGxksZvDnoTfak7OGtPW/x1p63mLdzHvevuZ+iiiJV7Vl37+639C9U1Cj4IOYDnG2c6e+r/zoYbydvALWjVnVRqahUKypkSDXmjOsZhK8LJ/TbUIavGs6GMxt4qONDONo46v3eAsNjZ2XHmglrCHAN4O3Bb6t9XTOHZvzn3v+Q+kIqn9z3CRWKCqaETLlFQXlEmxH8Pu13skuyGfjdQJKuJd0yx4u7XuSJqCcIWhLEY5seY9+lfcztPddgImj+rv6UV5eTU5qj1fXaOLuGqk9afHAxEScjeLbPsyQ/l8yHwz80yH0F2vHBsA8Y4DeAUW1H8fu03/Gw9+CTkZ+w4N4F2FjasGPyjjoPHDs370zUpCj2ztjLvpn72PjIRuIz47n3x3s5nH6Y+Mx4TmefVq0dlYpKvj7+Nfe3u59At0AikyLrtKe8upzskmzg1vKCYK9gvf0NGtp+yJQjux8d/IjHIx/H/1N/ntv1HKBfEU1Bw5gcMpny6nJ6r+hNbmku0dOi2TtjL3tn7CX5+WRWj1sNwLj141hyZMkt114quMTyY8uZ3WM2bwx8gxNZJziUfkjte18tvnpLcOdE5gne2P0Gfi5+tPVoq5sPWAdK4auGiFRpFdkVNbsCc+CncT9xcPZBvBy9AOjv1593Br9DaVUpH4/4mE5enbC0sOSncT9hbWlNSPMQFg6vreudFDKJKSFTOJ93nkXDF/HfsP/SwqkFHwz7gGuvXqPi7Qoq3q4gYnwEsWmxDF81nClbpmBjaUPUpKhb+hd+dOgjDqQeYOnopWovdg1B6ezerGarKabYZ1d50v9y/5c5m3OWgvICpnWdpvf7CoxHl+ZdSHk+hVFtR2l8rZONEy/2f5HUF1JZPX71beIZ9/jdw76Z+yivLmfQ94P4K+svoDZleUX8Cp7s+SRzesxhe+J2HKwdmN1jtk4+kzo0tP2Qps6uoQSqauQa1pxaw8i2I/l01KciddkMsLWyJWZWDDsm71B9pyRJYv6Q+Vz991WGBw1Xax5lRsWFvAvc89099FrRi5DlITy2+TEqFZVsOrOJrOIs5oXOY2z7sUQnR6tqhQEKywtZFLOIgM8C8P7YmwkbJrA4djHp19P1LhrXYGfXRCO7siyz5vQaQn1CGddpHEczjtLRsyMtnVvq/d4C7ejv25+2Hm1xtXNl34x9twiJWVlYMaXrFI4/eZxxHcfx/K7n+eDAB6oDpf/s+w8WkgXzh8xnatepuNq6qt1P+9cLvxL4eSABnwXw4YEP2Xl+J0N/HIqdlR3R06P1qrfg51K7TjREpEq0Hro7VsY2QKAjMzetAAAgAElEQVQ9dSnDzR8yn/GdxtOleRfVa4HugZx86iRudm63PAjfPfgdrw54VZUWrMRCslA5gpNDJuNs48wjGx+hQlHBhoc34Oviy4J7F7D21FpmbJvBgdQDPBL8CNO7TdfTJ70VZxtn7KzsGhzZNTU15qikKILcg/hoxEd8OOxDTmWfoner3nq/r8C46EvhEWr7eh+YdYARP43g3h/v5bvw73jy5yfp4d2DJaOXYGtly7v3vktBeQHNHJrpzY5/crOzq813XKvIrgEW9oNpB0m/ns6i4Yv0fi+B7rjTM6jpszmizQhOPX2K09mnATh25RjvH3ifoooicktzaefRjvva3Ie1hTVL4pYQnRxNeIdwjl05RtiqMAorChnZZiRdW3RlxfEVbDm7hQDXAMa2H9vgz3g3Gtpr11Qju0cyjpCcn8w7g99hZveZLBy2sP6LBEZFkiT2zdiHrZXtHYU5ba1s2fDIBh6PfJx39r7Dp398ioVkQW5pLq/c84oqUjq7x2yWxi3lStEVWjm3AiA5P5mPD33MgdQDTAmZwtw+c4lOjmbS5kkEewXj4+LD23trM63aebQjenq0ar3SFy2cWmBlYdWgNGZtIrtNKY1ZOLuNDEmSCGkRctvrysXsZmwsbW5zdOtibIex7J2xlzM5Z1S1Z8r+hUviluDj7MNXY77S66b9ZiRJwtvJm6wS7Z3dqhrNBKr0rcZcUllCdHI0T/V+CkmSsLWyFY6uQCd09OxI7KxYwn4KY/yG8dhZ2RExPgJbK1ugVq22uWNzg9qk/D0yWGRXTwJVP/z5A83smzG2Q60zEnEqAgdrBx7s+KDO7yUwD4LcgwhyDwIgvEM4vi6+PPXzU8jIfD7qcywkCwYHDMbV1pXIxEiGBQ5j8ubJuNi6sGfGHlVt4NuD32bVX6vo0ryL3ssLGtpr11QjuxEnI7CzslOpWItMC/PAx8Wn3jFWFlZ8/+D39GrZi8TcRADsre15a9BbqjHP9HmGz/74jIc3PEyQexAF5QXsvLATKwsrunt35809b/Lfg/+luLKYfr792DF5B252bvyV9Rdbzm5hbp+5tHBqobfPqcRCssDH2cdwkd0bNbtNKY1ZOLsCtejv1/+2vnRvDX6L83nneXPQm/UqSOuaFo4tGpzGbG2hfs2uvhfm35N/p0JRIcSoBHohwC2AmFkxzN4+mykhUwzSXuhuuNu542jt2CBnV5N2XPqo2a1SVPHczueorqkm/l/xBLkHsfHMRh7q+JBGjrigcfNkrydxs3Pjhz9/UNXVW1taM6rtKFXpyoW8C+ydsfcWERwXWxe9py/fTEPaD2ka2bW0sFQJdemLKkUV6xPWM7b9WNFmqJFiIVnwXN/n7vh+G482zAudx47zO8guycbSwpKX+r3Ei/1fpJVzK05knuB/h/5HjVzDd+HfqfRRunl3o5t3N0N9DKD2IKahNbuWkqVaWjRNsfWQcHYFWtPcsTm/TPnFKPf2dvJWtU7SBlNQY66Ra1TOdFRiFK62rkIlUqA3vJ28jfa8/hNJkvB39Se1ULv2YaZQs3v0ylGKKouQkJiyZQpvDnyTvLI80SpMcBsTO09kYueJt7wW3iGc9QnrWXliJa8NeI0hrYcYybpaAt0CVcqzmqJpZNfKwkrvZQW7U3aTU5rD5BDxPDZlPh/9OZ+P/rzO93q07MHaCWsNbFHd+Lr4qjpxaEN5dblaUV0QrYcEArPB28lb6zYJoLlAla7VmDed2YT7Ynd+Of8LihoFUUlRjG43Wu2+oQKBuePv6t+gSJKxWw9FJ0cjIfFt+LfEZ8Yza/ssmtk347429+n0PoLGyei2o7GysKJny568N/Q9Y5tDJ89OpBSkqNIhNUHTyK6VhRUysl4jSxGnInCzc2N029F6u4dAoCv8XPy4fP2y1ntNTZzdpth6SER2BWZJC8cW5JTkUF1Trep9qAnGVmNed3od1yuu8+C6B3mx34vklOYQ3l6kMAuaDh2adSA2LRZZljWu9zcFgaro5Gh6terF7B6z+ePyH3wT/w1P935aHFgJ1MLd3p3fpv5GR8+Oaq1F+qaTVydq5BqSriWppeVxM8WVxdhY2qj9OZRrdnVNtU4/+5u732TnhZ0AnMk5w/Su01XaBAKBKePn4keFooLc0lxVhxVN0Cqy24RqdkVkV2CWeDt5IyOTU6Jdn84qhXoCVfpQY1bUKNiTsocJnSbQz7cfHx36CCsLK63azwgE5kqwVzAlVSUai3IoahSUVpUaVaCquLKYw5cPExYYBsCnIz/l6d5P81L/l3R2D0HjZ2jgUJNpg6Ps43sm54zG1xZVFKmdwgy3Oru6Irc0l48OfYSiRoG/qz9j248Vz6PAbFD12tVSpKqsukz9yK6o2RUIzANVr92Sq1ptFjQVqNKlGvOJrBPkl+czvtN4Hur4EDO3zcTF1gV3e3ed3UMgMHWUIllncs5o1NpB2ZtU48iuDk+xD6QeoLqmmrCgWmfX0caRLx/4UmfzCwSGpn2z9lhIFto5u5VFaqcwg36c3Q0JG6iuqeancT8ZXFxIIGgoSqXw9ML0W4Tq1EXU7N4d4ewKzBKlHLw2vXara6qpqqlSK71JH2nM0cnRAAwPHI6DtQMbHtmgs7kFAnNBGUk6m3NWo6yG4spiQH0xHNC9QFV0cjR2VnYM8B+gszkFAmNiZ2VHG/c22ju7Ro7srjm1hs5enTVOwRYITAFlZFfbXrva1OyKNGaBwMRRRna1cXazS7KB2rrf+tCHGnN0cjQhzUMM0r9NIDBVPB088XLw0nhzrXR2NYrsotua3ejkaAb6D1R7cyEQmAPBXsHapzEbMLL7Z9afBH8RTExqDACXCi5xMP0gU0KmaFz/LxCYAs0dm2NtYa11GrM2kd2mlMYsnF2BWaJ0VLXptat0kNVJf9aFGvOnhz9lY8JGAMqqyohNi1WlPwoETZlgr2DO5BrA2dWhGnNWcRansk+p6nUFgsZCsFcw5/POU6Wo0ug6TdXRlZElbZ3dV35/hbO5Z5myZQoF5QWsPVXbPmZSyCSt5hMIjI2FZIGPi49BIrtNMY1ZOLsCs8TRxhEnGyetIruZRZnA39Hhu9HQE7Dc0lxejX6VaVunkZCdwMH0g1QoKoSzKxDwdyRJk8MkbZxdbdOY91/az9mcs7e8tiNpB4B4hgWNjmCvYKprqrmQd0Gj6wwpULU7eTfRydHM6DaDK0VXmLtjLhGnIhjgN4DWbq01nk8gMBX8XPwaFNm1t7ZXa6wkSXppx2fKiJpdgdmiba/dzOJaZ7elU/2R3YaqMW9M2Eh1TTUOtg5M3jKZYa2HYWVhxeCAwVrNJxA0Jjp5dqKgvICs4iy1hea0jexqWp+UWZTJsFXDqJFreKjjQzzW+TEiTkUQlRRFkHsQ3b27azSfQGDqdPL8WzROKSCnDtoKVGkaWZJlmTd2v4Gfix9fjfmKNu5tmL9vPgBf3i8E4gTmjZ+rH4fTD2t1rSaRXdC9aKOpIyK7ArOlhWMLrSK7yms0iexqq8YccSqCLs27EDE+gpNXT/L5kc/p79tfo426QNBY0abdiVaRXS1aD61PWE+NXMO80Hnsv7SfxzY/xqH0Qyy4dwFxc+JU7RsEgsZCR8+OgObthwwV2d16bitHrxxlwb0LsLOy441BbzDAbwDWFtY80vkRjeYSCEwNX2dfMooytAquaOrs6rodn6kjnF2B2eLt5K11GrO7nbtGaszqnECnFqQy5IchJOYmAn+LZkzuMpkx7cfwdO+nkZFF+qNAcAOVInPu2XpG/o3WkV0No0gRpyLo4d2DJaOXkPZiGr9O/ZXUF1KZP2Q+zRyaaTSXQGAOONo40tqttUZ19LIsG0SNObskm9eiX6OTZyemdZummidyUiSxs2PxdPBUey6BwBTxc/WjUlGpElHVhLKqMuwsNYzsippdgcD0aeHYQus0ZnVTJpVCGuqcgMVnxnMg9QCTt0ymUlF5m2jGx/d9zGsDXmN2j9ka2ywQNEa8nbxxs3PTf2RXw5rdpGtJHLtyjCkhU1T3uq/NfTjaOKo9h0BgjmiqyFxWXUaNXKNXNeb0wnQGfz+YjOsZLH9guep6AA97D0J9QtW+t0BgqnRo1gGAhOwEja/VOLKr43Z8po5wdgVmi7eTN3lleVQqKjW6LrM4U616XdBsUb5ecR2odXrn751/m2iGg7UD/w37r6qfmkDQ1JEkSePNtbZpzJpEkdacWoOExGNdHlP7GoGgMRDsGUxibqLaUZ+iiiJAs77XmqyrF/MuMuj7QWQWZ/Lr1F8Z0nqI2vcRCMyJHi17AHAi64TG14qa3bsjnF2B2aKsudU05UMTMRxtnN1xHcex+OBiEnISVJEhgUBQN508O2ns7FpZWGFjaaP2NVYWVmo7u7Iss+bUGu5tfS8+Lj5q30MgaAwEewVToaggpSBFrfFFlTecXT1Fdufvm09eWR57Z+xlUMAgte8hEJgbng6e+Ln4aezsyrIsanbrQTi7ArOlhVNtr11N6nZlWSazKBNvx/rFqUCzRVm56K8MX0k7j3ZYWVgJ0QyBoB6CvYLJKc0hpyRHrfHKnp5KpXR1sLa0pqqmSq0WR8euHON83nlxUCVokmgqGqfvyG52STadm3emZ8ueas8vEJgrPVr2ID4zXqNrqmqqkJE1j+yKml2BwPRRRnY1cXYLyguoUFToLbJra2mLu707O6fsZNuj24RohkBQD5qKVBVXFmusZm5tYQ2gVtrW2tNrsbG0YULwBI3uIRA0BpSKzGtPr+Va6bU6x3x6+FOVJoW+I7uaKj0LBOZMT++eJOYmUlJZovY15dXlABrX7Io0ZoHADFA6u1eL1RepUjrG+qrZdbF1AaCNRxseaP+A2nYJBE0VpbOrrihHcWWxxptfTZ7jhJwEurXohpudm0b3EAgaA652rvyr179Yd3odAZ8F8Mpvr9zy3FTXVDN/33yWxC0B9B/Z1bSHr0BgzvRo2QMZmb+u/qX2NUpn197aXu1rRBqzQGAmNHdsDmgW2c0szgTQW2RX6ewKBAL18HPxI8A1gHf3vcuJzL9rlcqqyvgz609OZJ7gROYJ1Um3VpFdy9rIbpWiqt6xBeUFuNu7azS/QNCY+GrMV5x6+hRjO4zl48Mfs/nMZtV7J6+epLiymLM5Z1Vth0BEdgUCXaBM1795LawPbSK7Io1ZIDAT7KzscLNz08zZLap1dpVR4foQzq5AoF8kSeK3ab9hZ2XH0B+HsuvCLhbFLKL1563p8XUPeq7oSc8VPZmxbQbQsDTmqpr6nd3C8kIR1RU0ebo078LqcatxtXUlOjla9XpsWiwAhRWFZBZnGiayK5xdQRPBx9kHTwdPjep2y6rKAM3TmGtoOpFdq/qHCASmi6a9djVNY7a0qO2zK5xdgUB/tG/WntjZsYStCmN0xGgARrUdxYxuM7C3smddwjo2n9lMXlkexZXFGrfv0mRzXVBegKutq+YfQiBoZFhaWDI0cCi7U3arXlM6u1ArYqXPyK4sy7WRXZHGLGgiSJJEz5Y9NVJkFpHd+hHOrsCs8XbyJqs4i6ziLFYcX4G7nTuze8zG0caxzvGZxZnYW9mr7ZRaSBZYSBZqRYSuV1wXPXQFAi3xd/UnZlYMy+KWMb7TeFXPQQA/Vz/WnV7HpjOb9J7GXFghIrsCgZKwwDC2ndtGcn4ygW6BxKTFMCxwGHtS9tQ6uzciu5o8k+o6u+XV5ShkhYjsCpoUPbx78MnhT6hUVKrVYk8rgaomVrMrnF2BWePt5E1kYiStP2tNhaICgAX7F/BMn2do16wdUBvFHR40HKh1dr2dvDVqW6Juj04R2RUIGkYLpxa8P+z9217v4d2Djp4diTgVodc05orqCsqry0VkVyC4QVhQGADRydEMDxxOVnEW8wfP50TmCc7mnMXJxgl7K3uVA6sO6mZMaRM1FgjMnZ4te1JVU0VCdsIth76yLBOXEUfvVr1VzxA0ILIr1JgFAvOgS/MuKGQFM7rN4Py888TOiqW/X3/eO/Ae07ZOY9rWaYT9FEZKfgpQm8asrjiVEmsLa+HsCgRGRJIkJneZzIHUA+SU5mgd2a3vOS6sKAQQkV2B4Abtm7XH18WX6ORoYtJiABgUMIhgr2DO5J7RSi1Z3ciuNvXAAoG508O71sH9Z93uhoQN9FvZj/l759/yurath5pSZFc4uwKz5o2Bb1DwWgFfj/2ath5tGeA/gKhJUVx56Qrn550nelqtsIZSYCOzKFPtel0lIrIrEBifySGTgdoNsqbOrnJzXV8ac0F5ASCcXYFAiSRJhAWFsTtlNwdSD+Bu506wV3Cts3ujZldfrcBEZFfQFGnj0QZnG+fb6naXxi0FYFHsIg6kHlC9Lmp260c4uwKzxtLCss7eYi2dW9LWoy3DAofh4+xDdMoNZ7dYP85uRXUFFYoK4ewKBHqijUcb+vr0BTSrDwT105gLy2sju652Io1ZIFASFhhGXlke6xPWM8B/ABaSBcFeweSW5pKSn6L14ZOI7AoEt2MhWdDduzuH0g8hyzJQ24roYPpB3rv3PYLcg5i2dZrqcFbVZ9dKsz67Io1ZIGgk/H979x9jWXnfd/zzPefcubMzuyyY3YVhl4VssMsPE7BNFhps2dSLatcqOInT0FrUaRNFsQKpo/5jtZJp80flqlWjtKpaERpBHdLmF2pwceVfsUNlFDBxbOOYNiaW7bJgwOCd33Pnzp2nf9x77t65c+85Z8icX895v6QV8+PO8iDO3Od8z/fzPM/wqfS3P6+17prObZzLfOxQLEuxGz+BptgF8vPB6z8o6XUUuxljzHR2gd3iPS/Wumt6x8l3SJKuOXKNpH7U8vXGmNNutunsoql+9rqf1Z9//891/5/dL6nf1Z1rzenem+/Vwz/1sM4undU9n7pHEjHmLCh24b0zp87o1fVX9ennPi1Je16zm6XYXeosSaLYBfJ015vv0tVHrtYNl9ywp5/ba4yZDaqA8y49eKnefOzNkqS3n3y7JOnao9dKkjq9Tm4x5pXNFUl0dtE8H/7xD+v2U7frVz/9q/rS976k33nmd3T3j92tC2cv1M0nbtZHbvmIHn7mYb22/hox5gwoduG9d/9I/6n0J77+CUnZz9iNUewC1XB0/qie/eVndevJW/f0c5ljzGxQBUz0vje+T4fbh/W2hbdJkk5ccGKYsMh9gyo6u2iYwAI9+P4HNdea05lPnFGn19E9p+8Zfv+9V/XPo3/6hae1vrUuiaOHklDswnsLhxZ03dHr9Ni3Hht+vhcUu0C97TXGzJpdYKf73nmfnvnwM2pHbUn9JUJxdzf3Daro7KKBLjt0mX7z7/6mNrY2dNuVtw3TFZJ002U3yWR68vknOXooA4pdNMKZU2e02duUpFzW7MbFLpMyUD1ZY8yLG4sKLNjzmmDAdwdaB3T54ct3fC33YnfQ2eX3EU31k9f8pH7/Z35fD9zxwI6vH549rKuPXK2nXnhqWOzGD6KyYM0u4KEzp85I6j/NOjp3dE8/S2cXqLesMeZzG+d0QfsCBcbUCKS59sig2M0rxry5rHbYHiYzgCb6wLUf0KmLTu36+unjp/XU2ae03l3XTDizp3mLNbuAh955xTsVWqhL5i9RGIR7+tlMuzF32I0ZqKqsMebFziLrdYGMiujssl4XmOz08dN6efVl/eVrf7mnCLPUvDW7UdkDAIpwqH1IP3H5TwyjzHtBZxeot73sxkyxC2Rz/SXXy2Q6Or+3tFRo/QfOWTq7LA0CJovPnX/8u4/vudgNLEhNOvmEYheN8ds/9du5FruBBZprzb3e4QHIyV52Y+bYISCbk4dP6omff0I3Xnrjnn7OzBRamK3YpbMLTHT9JderHbb12vpruuLwFXv62TAIh2t9m4AYMxrj5OGTuuoNV+3557IWuxe0L5CZvd7hAchJHGOmswvsr1tO3LLnrpKUfXkQnV1gsplwRm9deKukve3ELPU7u02KMVPsAikyFbubS0SYgYrKukZwcWORY4eAAmQqdunsAolOHz8tae/FbmghRw8BOG8vnV0A1bOX3ZgvbNPZBfIWBhlizHR2gUSvu9jl6CEAoyh2gXrLEmPedtta6izR2QUKkLmzS7ELTBVvUvV6YswcPQRgKAqi1I4QxS5QXXFnN+nmermzLCfHml2gAJnX7BJjBqY6ddEpXXzgYo4eSsFuzECKVtjK1Nm98sIrixkQgD0ZHj2U8NBqsbMoSezGDBQgrdh1zmllc4XOLpDAzHTfO+/TxXMX7+nnAgsatWaXYhdIkTnGPENnF6iiLDHmcxvnJInOLlCAtHl1tbsqJ0dnF0hx78337vlnWLMLYAfW7AL1liXGTLELFCcKosTO0nJnWZLo7AI5YM0ugB3Sit3edk8rmysUu0BFBdaf6hJjzBuDGDMbVAG5S5tXlzcHxS6dXWDfcfQQgB3SJuWVzRVJotgFKsrM1ApaxJiBikgtdunsArkJLCDGDOC8yJIn5aXOkiSKXaDK0jaaY4MqoDhZHyLT2QX2XxiExJgBnJc2KVPsAtWXdoRY3NklxgzkL3OMmc4usO+advQQxS6QgmIXqL+0GPPixqIORAc0E84UOCqgmTLHmOnsAvuuaUcPUewCKbIWu0zKQHWlxZjPbZxjvS5QEDq7QHno7ALYIeukTGcXqK60GPNiZ5EIM1CQrJ3dgzMHixoS0BgcPQRgB2LMQP21glbqml06u0Axsj5EptgF9l8YJHd2u72uvvidL+rF5RcLHFV+KHaBFBS7QP1l2Y2ZYhcoRpbO7lxrTmEQFjgqoBnS1uz+cOOHuu2h2/TIs48UOKr8UOwCKaIg0rbbnvoUbLhml7VFQGVFQZR6zi7HDgHFyNLZZU4F8hFa8tFD6911SdKB1oGihpQril0gRRREkjT1jWGps6T51jxPoIEKS4sxL27Q2QWKElqYXuyy6SOQi8CCxBjzWndNkjTXmitqSLmi2AVSxMXutIl5qbNEhBmouFaYfPQQnV2gOFlizHR2gXyEQZgYY17fGnR2Izq7QCNQ7AL11wqmr9nd2NpQp9ehswsUJFOMmc4ukIu0o4fizi4xZqAhKHaB+ks6emhxY1GSOHoIKAidXaA8aUcPxWt2iTEDDdEKW5I09UaZYheovqQY87mNc5JEZxcoCJ1doDxhEMrJyTk38fvEmIGGobML1F9SjHmxM+jssmYXKASdXaA8gfXLv2lRZmLMQMNQ7AL1lxRjprMLFCsKosQYJUcPAfkJrX96yLRilxgz0DAUu0D9JcWY4zW7FLtAMZI6u73tnta6a8SYgZzEnd1pOzITYwYaJqnYdc5pqbPEE2ig4jLFmNmgCihEUrG7srkiScyrQE7CILmzyzm7QMMkFbudXkc91+MJNFBxSTHm1c1VSdJ8a77IIQGNlVTsLm8uSxLzKpCTYWd3ylKCOMbMml2gIZKKXW6SgXpIijH7thkHUHWJxW5nUOzS2QVyEa/ZnRZjXuuuKQqi4f1v3VHsAimSit04bjU/Q7ELVFlSjHl9a10mUztsFzwqoJkyxZjp7AK5SIsxr2+texNhlih2gVSJnd1uv7N7cOZgoWMCsDdJMeb17roOtA7IzAoeFdBMmWLMdHaBXGSJMfuyOZVEsQukytTZJcYMVForSI4x+/QUG6i6KIjk5CZ2loYxZjq7QC7Sjh5a21rzalkPxS6QIsuaXTq7QLW1wuQYs09PsYGqS5pX6ewC+Uo9eqhLjBloFNbsAvWXFGNe6/r1FBuourizlLjxI/MqkIssa3Z9egBMsQukYM0uUH9JMWbfNuMAqi5pXl3fGhx74tHNNlAlaWt2fVvaQ7ELpGDNLlB/rbClnuvJObfre75txgFUXWKxOzjjczaaLXRMQFOkrdmNN230BcUukII1u0D9tYKWpMm/x8SYgWIlzasbWxuSKHaBvKSt2V3rrnn1AJhiF0jBml2g/uLf40nrdokxA8VKizHPRrMcBQbkJF6zO/XoIc/mRIpdIEXamt1W0NJMOFP0sADsQSvsd3YnrdslxgwUK62zS1cXyE/c2U2MMXs0J1LsAimS4o+rm6t0dYEaSIsx+/QUG6i6tDW7Pt1oA1UTr9lNjDF7tLSHYhdIkRZjZnMqoPrSYszcXAPFSYsx+3SjDVRNlqOHfHoATLELpBjeJE+IP652V9mcCqiBpBizb0+xgaqL59VJawaJMQP5Sjp6aNtta2Nrw6sHwBS7QIrUzi4xZqDykmLM612/nmIDVZfa2fXoRhuomqSjh+Ld0H2aEyl2gRRpG1TR2QWqb1qMudvrqud63FwDBUpbs0tnF8hP0tFD8TnXPqWdKHaBFKzZBepvWox5rbsmya+JHai6tN2Y+X0E8pO0Znc4J3r0AJhiF0iR2NndpLML1MG0GPP6Vv8ptk+RLaDqiDED5Ulas+vjnEixC6RgzS5Qf9NizD4+xQaqjnN2gfIkHT1EjBlooNQ1uy06u0DVTYsxxxO7T0+xgapLPWfXoxttoGrizi4xZgCSzq9tmBZjprMLVF9ajJmba6A4SfMqMWYgX/HvHzFmAJL6T8ACC3ZNylvbW+r0OmxQBdQAMWagOogxA+UhxgxglyiIdk3Kq5urksQGVUANEGMGqiM1xszDJyA3M+GMJGmzt7nre/EDYJ/mRIpdIINJxe7K5ookEWMGaoAYM1Ad04rd3nZP3e0unV0gR+2oLUnqbHV2fW84J3r0wIliF8hgYme3S2cXqIthZ5cYM1C6acXuxtaGJB4+AXlqh4Nit7e72PXx7HmKXSCDxM4ua3aByhuu2SXGDJRuWrHrY1cJqJrEzq6HcyLFLpABa3aBeotjzFM7ux49xQaqLq2zS4wZyE/8+xX/vo3y8YETxS6QAWt2gXqLY8x0koDyTe3sergTLFA1aTFmkw03sfIBxS6QQStoacuxZheoq7QYMzfXQHGIMQPlSYsxz7XmZMQzPhAAABXvSURBVGZFDys3FLtABqzZBeotKcbcDtsKjOkQKEpc7I6f80mMGchfUmd3fWvdu4e/zO5ABklrdokxA9WXFGP2aSMOoA6IMQPlCYNQURBNXLO71l3zbk6k2AUyiIJoV/yRGDNQH0kxZm6sgWKlHj1EjBnIVTtsTz1n17ffP4pdIINpMWaTefemAPhoaox5a43fYaBgaWt2iTED+WpH7akbVPn2AJhiF8hgWox5fmbeq0X8gK+mxpi7xJiBohFjBso1tbPr4ZxYSrFrZm8ws8+a2bcG/7xoyut6ZvbVwZ9Hix4nEJvW2WVzKqAepsWYfXyKDVQd5+wC5ZqNZrXRm3zOrm9pp7I6ux+V9Hnn3BslfX7w+STrzrkbB3/uKG54wE4TO7vdVdbrAjURWKDAgl0xZh8ndqDqQgslcfQQUJZ2NLmz6+MD4LKK3TslPTT4+CFJ7y9pHEAmUzu77MQM1EYraBFjBirAzBRYQIwZKEk7nLxm18c5saxi9xLn3IuDj78v6ZIpr5s1s6fN7E/NbGpBbGa/OHjd06+88sq+DxagswvU36Rd1X18ig3UwaR5lRgzUIxpnV0f005RXn+xmX1O0qUTvvXPRz9xzjkzc1P+miucc2fN7JSkPzazZ5xzfzX+Iufc/ZLul6Sbbrpp2t8FvG7TOruHZg6VNCIAe9UKWxNjzL49xQbqYNK8ur61rsCC4e7pAPIxG8025pzd3Ipd59yZad8zs5fMbME596KZLUh6ecrfcXbwz2+b2RclvUXSrmIXyNu03ZgXDi6UNCIAezUtxuzbU2ygDqZ1dg9EBzjlAMhZO2xreXN519d9nBPLijE/KulDg48/JOmPxl9gZheZWXvw8RFJt0r6ZmEjBEZMizGzZheoj1bYmhxj9mxiB+pgYme3u06EGSjApBizc87LpT1lFbsfl3S7mX1L0pnB5zKzm8zsgcFrrpH0tJl9TdIXJH3cOUexi1Jw9BBQf1EQEWMGKmJajNm3G22giiZtULXZ25ST825OzC3GnMQ596qkd0/4+tOSfmHw8ROSri94aMBE02LMbFAF1Md4jLm33dNmb5Oba6AE02LMdHaB/E1as+vr0V9ldXaBWhmflLfddj/GTGcXqI3xDap8ndiBOpja2eX3EchdO9wdY17rrkny7+gvil0gg/FJOT4LkM4uUB/jRw/Fv8e+RbaAOpi2Zte3G22gitrR7hizr3MixS6QwfikvLK5IklsUAXUSCvY2dn19Sk2UAfEmIHyTOrs+pp2otgFMhhf67faXZVEZxeok1a48/c4nth9e4oN1EEUROq53o6vEWMGijFpzW78ANi3OZFiF8hgameXNbtAbUyLMXNzDRRv6jm7JC2A3LWjtrrbXW277eHXhnOiZ7+DFLtABuOT8uomnV2gbogxA9XBObtAedphW1L/uKHYcE707AEwxS6Qwfj5nKzZBeqHGDNQHezGDJSnHfWL3dF1u77OiRS7QAa7OruDNbvEmIH6GI8x+/oUG6gDNqgCyhP/no2u2yXGDDQYMWag/sZjzL5O7EAdhBZOPnqIh09A7uIY8+jxQ74+AKbYBTKIgkjbbnu4kJ8YM1A/xJiB6hh/iOyc68eYefgE5I4YM4AdoiCSJPW2+8ckcPQQUD/EmIHqGC92t7a3tO22iTEDBZjU2fU17USxC2QQF7vxxMzRQ0D9TIsx+/YUG6iD8WI37irx8AnI36Q1u/EDYN8eOFHsAhmMF7urm6uajWYVBmGZwwKwB9NizL49xQbqYLzYjW+6+X0E8jctxjwbzSowv8pDv/5rgJxM6uzS1QXqpRW0dsWYoyAa/n4DKM6uzu4gaeFbVwmoomkbVPmYrKDYBTLY1dntrrJeF6iZ8fOy17vrRJiBkhBjBsozsbPr6ZxIsQtkMLGzy07MQK20gp0xZl+fYgN1QIwZKM/Ec3Y93Q2dYhfIYFJnlxgzUC+tcGeM2deJHagDYsxAeYgxA9hhUmeXGDNQL7tizFt+RraAOpja2fXwZhuommkbVPk4J1LsAhlM2o2ZGDNQL8SYgeqYtmaXzi6Qv2nn7PqYdqLYBTJggyqg/lphS9tuW9tuW5K/m3EAdRAFkXrbveHncYzZx5ttoGrih0qjnV1fHwBT7AIZtMKWJI4eAuosfmgVr9td665xYw2UhBgzUJ44xjy6QdXK5ooOtQ+VNaTcUOwCGUyKMdPZBeqlFfQfWsXrdte31rmxBkpCjBkoz6QY8/Lmsg62/Lu3pdgFMhgtdp1zdHaBGhpPaBBjBsozbTdm0hZA/qIgksl2xJjp7AINNlrsbvY21XM9OrtAzUyMMdPZBUoRWkiMGSiJmWk2mh12duNGzqEZil2gkYY3ydtdrWyuSBK7MQM1MzHGTBcJKAUxZqBc7ag9fMi01l3Tttv2spFDsQtkMNrZXe2uSpKXbwiAz4gxA9URBZGc3HB39I2tDbWClsIgLHlkQDO0w/Ywxhw3cogxAw01WuwOO7us2QVqZdjZ7XXlnGODKqBE4xs/rnfX6eoCBWpH7WGMeXlzWZKIMQNNtaOzu9nv7BJjBupldDlCHN2iswuUY1exy7ICoFCja3aXO/1i18fUIsUukAExZqD+RmPMa901Sez8CpRlvNjd2NogaQEUqB2eX7NLjBloOGLMQP2NxpjjzXC4uQbKMamzS4wZKE47Or9m1+cYc1T2AIA6GJ2U42NL6OwC9TIaY3559WVJ0pG5I2UOCWisSWt2SVoAxWmH7UbEmCl2gQxGJ+X44HvW7AL1MhpjfmnlJUnS8QuOlzkkoLGIMQPlmo1miTED6GPNLlB/ozHms8tnJUnHD1HsAmUgxgyUa/Sc3TjG7OO9LcUukAFrdoH6G40xn106q8ACXXLwkpJHBTTTxM4uMWagMKMx5mFn18M1uxS7QAbjRw9FQaSZcKbkUQHYi9EY89nls1o4uDD83QZQLM7ZBcq1Y4OqzrLaYXs4T/qEYhfIYLyzO9+al5mVPCoAezEaY35+6XnW6wIlmnjOLmt2gcLsOGd3c9nLCLNEsQtkMr5ml82pgPrZEWNePst6XaBE8e9jb7sniQ2qgKKNn7Pr4+ZUEsUukEncEYo7u74+/QJ8tiPGvESxC5SJGDNQrna485xdH9frShS7QCa7OrtsTgXUTvzQ6tzGOS12FokxAyWaGGNmgyqgMO1o5zm7vjZyKHaBDMY3qPL1DQHwWfx7/J1z35HEsUNAmcIglNSfV51zxJiBgs1Gs+psdeScI8YMNN3opLyyucKaXaCG4hhzXOyeuOBEiaMBmm30IXLcXSLGDBSnHbbl5NTd7hJjBpousECBBcMYM51doH7iGPOws0uMGSjNaLEbb5JDjBkoTjtqS5I6Wx1izAD6E3O31x0ePQSgXuLO7ncXvyuJGDNQptFid627JknEmIECtcNBsdvr9GPMdHaBZouCiDW7QI3FN9cvLL+gw+3DLEcASjRa7L608pIk6dj8sTKHBDRKvGxgY2ujH2NmzS7QbHGxS2cXqKc4xiwRYQbKNlrsvrD8giTpskOXlTkkoFHiGPNSZ0lb21veNnKisgcA1EUURNrY2lCn16EjBNRQHGOWiDADZRstdn+w9gNJFLtAkeIYc/z7R4wZaLgoiLTYWZQkb59+AT4LLRx+zE7MQLkmdXYvPXhpmUMCGiXu7L669qokf+9tKXaBjEaLXWLMQP2Y2fAGm84uUK7xYvfY/LEd6QsA+YrX7A47u6zZBZotCiItbtDZBeosXrfLml2gXDuK3ZUXiDADBSPGDGCHKIh0buOcJLFmF6gpOrtANYwWuy8uv0ixCxQsjjHHxa6vjRyKXSAj1uwC9RfHJOnsAuUajzFfdpBiFyjSsLO7TowZgMY6u6zZBWppGGOmswuUKi52O72OXlp9ic4uULBda3aJMQPNFgWRVjZXJNHZBeoqCiK1gpaOzh8teyhAo8XF7gvLL2jbbVPsAgUjxgxgh3hillizC9RVK2zpskOXKTCmP6BM8Zz6vcXvSZIWDi2UORygcXZtUOVpjDlKfwkA6Xz8UfL36RfgO7q6QDXE517HxS6dXaBYo+fsRkE0LH59Q7ELZLSjs8uaXaCWjl9wXFdffHXZwwAab7yzS7ELFCtes7vYWdSFsxfKzEoeUT4odoGMRovdA60DJY4EwOv12D94bNhRAlCeeE59ful5BRbo2PyxkkcENMtoJ9fXzakkil0gs3hinm/Ns94PqKm51lzZQwAgKQz6D516rqeFgws7HigDyN9MODP82Nf1uhIbVAGZDYtdNqcCAOCvJbBg+OCYCDNQPDMbFrw+70VDsQtkFBe7Pr8hAABQlHhepdgFyhGv2/U5xkyxC2Q0GmMGAAB/PRS7QLnidbvEmAHQ2QUAYB9R7ALlio8f8vnelmIXyIg1uwAA7B+KXaBcw84uMWYAdHYBANg/FLtAueI1uz7f21LsAhmxZhcAgP0Tz6sLBxdKHgnQTHGMmc4uAIpdAAD2EZ1doFxsUAVgiBgzAAD7JwoihRbq6PzRsocCNBIbVAEYYoMqAAD2TxREWji0oMC4HQXKwDm7AIbo7AIAsH+iICLCDJSoCTHmqOwBAHXBml0AAPbPsfljOnn4ZNnDABqrCTFmil0gIzq7AADsn0f+3iPDuRVA8Zpwzi7vMEBGraAliTW7AADsh4sOXFT2EIBGG67Z9TjGzJpdICM6uwAAAPBF3Nn1+d6WYhfIiDW7AAAA8EW8ZtfnGDPFLpARnV0AAAD44g0H3qD51rzmWnNlDyU3rNkFMuKcXQAAAPji3tP36s6/cafMrOyh5IbOLpARMWYAAAD44lD7kK47dl3Zw8gVxS6Q0c0nbtbtp27XsfljZQ8FAAAAQApizEBGt5y4RZ+5+zNlDwMAAABABnR2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAdyh2AQAAAADeodgFAAAAAHiHYhcAAAAA4B2KXQAAAACAd8w5V/YY9pWZvSLpu2WPI8URST8oexCoLK4PTMO1gSRcH0jC9YEkXB+YpqrXxhXOuaNpL/Ku2K0DM3vaOXdT2eNANXF9YBquDSTh+kASrg8k4frANHW/NogxAwAAAAC8Q7ELAAAAAPAOxW457i97AKg0rg9Mw7WBJFwfSML1gSRcH5im1tcGa3YBAAAAAN6hswsAAAAA8A7FLgAAAADAOxS7OTKz95jZ/zWz58zsoxO+3zaz3x18/0kzu7L4UaIMGa6NnzOzV8zsq4M/v1DGOFEOM/stM3vZzL4x5ftmZv9+cP183czeWvQYUY4M18a7zGxx5L3jY0WPEeUxs8vN7Atm9k0z+wsz+ycTXsP7RwNlvDZ4/2goM5s1s6fM7GuD6+NfTnhNLesWit2cmFko6T9Keq+kayX9fTO7duxlPy/ph865qyT9uqR/XewoUYaM14Yk/a5z7sbBnwcKHSTK9qCk9yR8/72S3jj484uS/lMBY0I1PKjka0OS/vfIe8evFTAmVMeWpH/qnLtW0i2SfnnC/ML7RzNluTYk3j+aqiPpbznnbpB0o6T3mNktY6+pZd1CsZuf05Kec8592zm3Kem/S7pz7DV3Snpo8PEfSHq3mVmBY0Q5slwbaDDn3OOSXkt4yZ2S/qvr+1NJF5rZQjGjQ5kyXBtoMOfci865rww+Xpb0rKTjYy/j/aOBMl4baKjB+8HK4NPW4M/4Lsa1rFsodvNzXNL/G/n8ee1+Uxm+xjm3JWlR0sWFjA5lynJtSNJPDyJmf2BmlxczNNRE1msIzfQ3B1G0/2Vm15U9GJRjEDF8i6Qnx77F+0fDJVwbEu8fjWVmoZl9VdLLkj7rnJv63lGnuoViF6imT0q60jn3Y5I+q/NP0gAgyVckXTGIov0HSf+j5PGgBGZ2UNIfSvqIc26p7PGgOlKuDd4/Gsw513PO3SjphKTTZvbmsse0Hyh283NW0mg37sTgaxNfY2aRpMOSXi1kdChT6rXhnHvVOdcZfPqApLcVNDbUQ5b3FzSQc24pjqI55z4lqWVmR0oeFgpkZi31i5mHnXOPTHgJ7x8NlXZt8P4BSXLOnZP0Be3eH6KWdQvFbn6+LOmNZvYjZjYj6S5Jj4695lFJHxp8/AFJf+ycG8/Hwz+p18bY+qk71F9bA8QelfQPB7uq3iJp0Tn3YtmDQvnM7NJ4DZWZnVZ/nq/8zQj2x+D//X+R9Kxz7t9NeRnvHw2U5drg/aO5zOyomV04+PiApNsl/Z+xl9WybonKHoCvnHNbZnaPpE9LCiX9lnPuL8zs1yQ97Zx7VP03nU+Y2XPqbzhyV3kjRlEyXhu/YmZ3qL974muSfq60AaNwZvbfJL1L0hEze17SfepvFiHn3H+W9ClJf0fSc5LWJP2jckaKomW4Nj4g6cNmtiVpXdJddbgZwb65VdLdkp4ZrL2TpH8m6aTE+0fDZbk2eP9orgVJDw1ODAkk/Z5z7n/6ULcY1zAAAAAAwDfEmAEAAAAA3qHYBQAAAAB4h2IXAAAAAOAdil0AAAAAgHcodgEAAAAA3qHYBQCgBGZ2sZl9dfDn+2Z2duTzJ/bx3/N+M/tYwvevN7MH9+vfBwBAVXD0EAAAJTOzfyFpxTn3b3P4u5+QdIdz7gcJr/mcpH/snPvefv/7AQAoC51dAAAqxsxWBv98l5n9iZn9kZl928w+bmYfNLOnzOwZM/vRweuOmtkfmtmXB39uHXz9TZI6caFrZj9jZt8ws6+Z2eMj/8pPSrqr4P9MAAByRbELAEC13SDplyRdI+luSW9yzp2W9ICkewev+Q1Jv+6c+3FJPz34niTdKukrI3/XxyT9befcDZLuGPn605Lekdt/AQAAJYjKHgAAAEj0Zefci5JkZn8l6TODrz8j6bbBx2ckXWtm8c9cYGYHJS1IemXk7/qSpAfN7PckPTLy9ZclXZbP8AEAKAfFLgAA1dYZ+Xh75PNtnZ/HA0m3OOc2Rn/QzNYlHY4/d879kpndLOl9kv7MzN7mnHtV0qyk9ZzGDwBAKYgxAwBQf5/R+UizzOzGwYfPSrpq5Os/6px70jn3MfU7vpcPvvUmSd8oaKwAABSCYhcAgPr7FUk3mdnXzeyb6q/xlaTHJb3Fzueb/81gY6tvSHpC0tcGX79N0mOFjhgAgJxx9BAAAB4zs9+Q9Enn3OemfL8t6U8kvd05t1Xo4AAAyBGdXQAA/PavJM0lfP+kpI9S6AIAfENnFwAAAADgHTq7AAAAAADvUOwCAAAAALxDsQsAAAAA8A7FLgAAAADAOxS7AAAAAADv/H+21JkoSK7JJgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "peaks=[]\n",
    "beats=0\n",
    "for i,m in enumerate(marks):\n",
    "    try:\n",
    "        if df['ECG'][marks[i-1]]<df['ECG'][m] and df['ECG'][marks[i+1]]<df['ECG'][m]: \n",
    "            peaks.append(m)\n",
    "            beats+=1\n",
    "    except:\n",
    "        continue\n",
    "print str(beats),\" beats in \",str(max(df['time'])-min(df['time'])), \"seconds\" \n",
    "plt.figure(figsize= (16,12))\n",
    "plt.ylabel('Electrical activity')\n",
    "plt.xlabel('Time(s)')\n",
    "plt.plot(df['time'],df['ECG'],'-gD', markevery=peaks)\n",
    "plt.title('ECG signal at '+str(frequence) +' Hz')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see above, we have obtained all peak points in ECG signals that gives info about the cardiac cycle interval. Let's define a function that do all above procedures for showing BPM by time. In this study, 6 seconds technique is used to calculate BPM as default. The 'T' input shows the window width that counted to calculate approximate beat count during one minute. When you increase 'T', BPM resolution becomes better.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculateBPM(dfA, T=6):\n",
    "# as input, dfA is a dataframe with two column; ECG and time(seconds)\n",
    "# this function returns the BPMs for seconds\n",
    "    BPMs=[]\n",
    "    frequence=dfA.index[dfA['time'] == dfA['time'][0]+1].tolist()[0]-dfA.index[dfA['time'] == dfA['time'][0]].tolist()[0]\n",
    "    for k in range((dfA.shape[0]/frequence)-T+1):\n",
    "        df=dfA[k*frequence:(k+T)*frequence]\n",
    "        sig  = df['ECG']\n",
    "        widths = np.arange(1, 2)\n",
    "        cwtmatr = signal.cwt(sig, signal.ricker, widths)\n",
    "        square_cwt_c0=[v**2 for v in cwtmatr[0].tolist()]\n",
    "        threshold=np.mean(square_cwt_c0)\n",
    "        marks=[]\n",
    "        for i,v in enumerate(square_cwt_c0):\n",
    "            if v>threshold:\n",
    "                marks.append((k*frequence)+i)\n",
    "        peaks=[]\n",
    "        beats=0\n",
    "        #print marks, df['ECG']\n",
    "        for i,m in enumerate(marks):\n",
    "            #print i\n",
    "            if i==0 or i==len(marks)-1:\n",
    "                continue\n",
    "            if df['ECG'][marks[i-1]]<df['ECG'][m] and df['ECG'][marks[i+1]]<df['ECG'][m]: \n",
    "                peaks.append(m)\n",
    "                beats+=1\n",
    "           \n",
    "        #print 'for ',k,'. second;',str(beats),\" beats in \",str(max(df['time'])-min(df['time'])), \"seconds\" \n",
    "        BPMs.append(beats*(60/T))\n",
    "    return BPMs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's use this function and plot the BPM, time graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "BPMs=calculateBPM(dfA,20)\n",
    "\n",
    "plt.figure(figsize= (16,12))\n",
    "plt.ylabel('BPMs')\n",
    "plt.xlabel('Time(s)')\n",
    "plt.plot(BPMs,'-gD')\n",
    "plt.title('BPMs with 6 second method')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refences\n",
    "\n",
    "[1] Mary Boudreau Conover, Understanding Electrocardiography - Seventh Edition. Missouri: Mosby Publications, 1996. \n",
    "\n",
    "[2] POLIKAR, Robi. The wavelet tutorial. 1996.\n",
    "\n",
    "[3] https://www.youtube.com/watch?v=y0tJz-77vDE, 04.10.2018\n",
    "\n",
    "[4] https://docs.scipy.org/doc/scipy-0.16.0/reference/generated/scipy.signal.cwt.html, 04.10.2018"
   ]
  }
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